{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is a tutorial for computing SEACell metacells, visualizing results and computing evaluation metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:17.966391Z",
     "start_time": "2022-03-31T05:44:15.890641Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scanpy as sc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:18.312563Z",
     "start_time": "2022-03-31T05:44:17.968337Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Raleway'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Lato'] not found. Falling back to DejaVu Sans.\n"
     ]
    }
   ],
   "source": [
    "import SEACells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:18.317375Z",
     "start_time": "2022-03-31T05:44:18.314740Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:18.326709Z",
     "start_time": "2022-03-31T05:44:18.321454Z"
    }
   },
   "outputs": [],
   "source": [
    "# Some plotting aesthetics\n",
    "%matplotlib inline\n",
    "\n",
    "sns.set_style('ticks')\n",
    "matplotlib.rcParams['figure.figsize'] = [4, 4]\n",
    "matplotlib.rcParams['figure.dpi'] = 100\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Data\n",
    "\n",
    "We recommend the use of scanpy Anndata objects as the preferred mode of loading and filtering data.\n",
    "\n",
    "A sample datset is available for download with the instructions listed below. This is a filtered, unnormalized counts of single-nuclear RNA-seq dataset of CD34+ sorted bone marrow cells to profile human hematopoiesis [Dataset ref TBD].\n",
    "\n",
    "Uncomment the following lines to download the sample dataset in a Unix-based system. For non-UNIX systems, download the files using the URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:18.334220Z",
     "start_time": "2022-03-31T05:44:18.331612Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2022-08-17 14:35:59--  https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/cd34_multiome_rna.h5ad\n",
      "Resolving dp-lab-data-public.s3.amazonaws.com (dp-lab-data-public.s3.amazonaws.com)... 52.217.168.129\n",
      "Connecting to dp-lab-data-public.s3.amazonaws.com (dp-lab-data-public.s3.amazonaws.com)|52.217.168.129|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 152569842 (146M) [binary/octet-stream]\n",
      "Saving to: 'data/cd34_multiome_rna.h5ad'\n",
      "\n",
      "data/cd34_multiome_ 100%[===================>] 145.50M  37.8MB/s    in 4.0s    \n",
      "\n",
      "2022-08-17 14:36:03 (36.5 MB/s) - 'data/cd34_multiome_rna.h5ad' saved [152569842/152569842]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!mkdir data/\n",
    "!wget https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/cd34_multiome_rna.h5ad -O data/cd34_multiome_rna.h5ad "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:18.499073Z",
     "start_time": "2022-03-31T05:44:18.336607Z"
    }
   },
   "outputs": [],
   "source": [
    "# Load the data using \n",
    "ad = sc.read('data/cd34_multiome_rna.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:18.506614Z",
     "start_time": "2022-03-31T05:44:18.501044Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 6881 × 12464\n",
       "    obs: 'leiden', 'celltype'\n",
       "    var: 'highly_variable'\n",
       "    uns: 'celltype_colors'\n",
       "    obsm: 'X_umap'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:18.650176Z",
     "start_time": "2022-03-31T05:44:18.508868Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 492x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot cell-types for reference\n",
    "sc.pl.scatter(ad, basis='umap', color='celltype', frameon=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pre-processing\n",
    "\n",
    "The following section describes basic pre-processing steps for scRNA-seq. For scATAC-seq, we provide a pipeline for pre-processing in  in example notebook `preprocessing-ATAC.ipynb`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:18.755241Z",
     "start_time": "2022-03-31T05:44:18.652046Z"
    }
   },
   "outputs": [],
   "source": [
    "# Copy the counts to \".raw\" attribute of the anndata since it is necessary for downstream analysis\n",
    "# This step should be performed after filtering \n",
    "raw_ad = sc.AnnData(ad.X)\n",
    "raw_ad.obs_names, raw_ad.var_names = ad.obs_names, ad.var_names\n",
    "ad.raw = raw_ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:20.333377Z",
     "start_time": "2022-03-31T05:44:18.757307Z"
    }
   },
   "outputs": [],
   "source": [
    "# Normalize cells, log transform and compute highly variable genes\n",
    "sc.pp.normalize_per_cell(ad)\n",
    "sc.pp.log1p(ad)\n",
    "sc.pp.highly_variable_genes(ad, n_top_genes=1500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:21.484224Z",
     "start_time": "2022-03-31T05:44:20.335066Z"
    }
   },
   "outputs": [],
   "source": [
    "# Compute principal components - \n",
    "# Here we use 50 components. This number may also be selected by examining variance explaint\n",
    "sc.tl.pca(ad, n_comps=50, use_highly_variable=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:21.493529Z",
     "start_time": "2022-03-31T05:44:21.489732Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 6881 × 12464\n",
       "    obs: 'leiden', 'celltype', 'n_counts'\n",
       "    var: 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
       "    uns: 'celltype_colors', 'log1p', 'hvg', 'pca'\n",
       "    obsm: 'X_umap', 'X_pca'\n",
       "    varm: 'PCs'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Running SEACells"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a rule of thumb, we recommended choosing one metacell for every 75 single-cells. Since this dataset contains ~7k cells, we choose 90 metacells.\n",
    "\n",
    "<b>Note 1: </b> Running SEACells modifies the input Anndata object and adds the SEACell metacell assignments to the `obs` dataframe in the anndata object.\n",
    "<b>Note 2: </b> This analysis takes approxmiately 5 minutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:21.498624Z",
     "start_time": "2022-03-31T05:44:21.495647Z"
    }
   },
   "outputs": [],
   "source": [
    "## User defined parameters\n",
    "\n",
    "## Core parameters \n",
    "n_SEACells = 90\n",
    "build_kernel_on = 'X_pca' # key in ad.obsm to use for computing metacells\n",
    "                          # This would be replaced by 'X_svd' for ATAC data\n",
    "\n",
    "## Additional parameters\n",
    "n_waypoint_eigs = 10 # Number of eigenvalues to consider when initializing metacells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:38.621458Z",
     "start_time": "2022-03-31T05:44:21.500938Z"
    }
   },
   "outputs": [],
   "source": [
    "model = SEACells.core.SEACells(ad, \n",
    "                  build_kernel_on=build_kernel_on, \n",
    "                  n_SEACells=n_SEACells, \n",
    "                  n_waypoint_eigs=n_waypoint_eigs,\n",
    "                  convergence_epsilon = 1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing kNN graph using scanpy NN ...\n",
      "Computing radius for adaptive bandwidth kernel...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5869e7dafada4f7aa3050a1a857b12c0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/6881 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Making graph symmetric...\n",
      "Computing RBF kernel...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cf8d630ec62f410aa3a2d4eb5886936c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/6881 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building similarity LIL matrix...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "881933a61c00493ab66a581e4abf4cbf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/6881 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Constructing CSR matrix...\n"
     ]
    }
   ],
   "source": [
    "model.construct_kernel_matrix()\n",
    "M = model.kernel_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fde71b5c460>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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asWOH4uPjq/18586dVj+v7pwzj7tz505169ZN3bp1q3bc119/rW7duqlr167atGmTbr75ZnXo0EEZGRlq27atbr75Zm3bts2p1+Gqz6s6V37uXbt21bZt29S1a1d169ZN33zzTYUxHTp0sFQwWHt9ts7Flu/N119/ra5du1aY0+X/3a1bN8u4svmWfT8+//zzSvPt0KGD5XXcfPPN+vLLL9W1a1fL96xRo0Z+/2/M5VjTrdJ12PasK2nWrJkkWS1Jz87OlmR9vXd5+/fvV3Z2th5++GE7ZlqqcePGKigoqHBXCXCHsjelgZjRcwdbSk0DPZPqr3ypjNgW/jZfd/B2hQq/6wAQOJyL2IqLjfFhpyuuuEItWrTQvn37Kp3bu3evTCaTmjRpUu1j7Nq1S5LUuXNnq+fffPNN/fGPf9T+/fsrnfv+++9lMpkIuH1I+ayRv2RNygfUVSl7U2q0u42+rKpMKpzjraymv2XA4TlG/l2nigAAKqK83MFmcL1799bOnTt14MABy7FDhw5p+/btuuOOO2q8ft++fQoLC9NVV11l9XyLFi107NgxvfHGGxWOf/TRRzp06JD69evn0LzhHuXfPPlL2aU/BdQELnCWt8qijRxYAVUx0jIEAHAFyssd9NBDD+m9996zdBYPCgrS0qVLFRMToxEjRkgq7WD+ySefqEmTJrrlllsqXP/f//5XUVFRql3b+rfglltu0e233661a9fqt99+U5cuXfSf//xHq1atUps2bfTII4+4/TUCjqqqbNLRJkyUwsLTWFoBAABcxalMd0nRRUN8OKJhw4ZauXKlOnTooFdffVWLFi3SjTfeqL///e9q3LixJCk3N1dPPPGE1S7jeXl5NTZbmzNnjh599FHt2bNHM2bM0CeffKKhQ4dq+fLllbYYgzH5a4a3quyeLdkPW8reHeWvX09nuPPraWT+VAkCAAB8G5luJzRv3lzz5s2r8vyVV16pgwcPWj23cePGGh8/NDRU48eP1/jx4x2dInyUrRlfT2Z4fSWzVxbsuOP1BmLG3J1fT3ier/yeIvDwswcAjmNNt4NrugFn+OJ6NzJ7rmWUDLO7XodRvj6exu8pvMXff/YCsdIJgO9wrry8uMQQH4AvIAgxFn9/g1rGXa/DG18f3nQDNTPqv0U0NQTgTU5uGVZijA/ABxglSPMHRn1T6Qu8Edja+v3kTTdQM3+5IcZNNAD+xLmgu+iiMT4Ag2PP1Iq4weE+3ghs3fX9NMrNGXe8DqN8bexBkOc+jvzd4CYaAH9CpptMNwKAL64hB+zhjSDPF27OuOJ1u+N1+MLXpoynfjZ8Lchz9HVz8wAAPM+5Nd0Xiw3xAcBxvIGDJ9gb5BklE+ut4NafqmN86QaAJzn6um25eeBP338A8Adkusl0A07xtewPIAVuIOYqnqyOMcoNEiOhOgoAXMu5THdRsSE+APgHsi+Bge+z8VQXWLv6BkmgVt8Y4eaFI6/BCK8bgPE5mek2yAcAv0D2JTDwfTYeewJrZ4Mob1XfVDdvTwSG3l6K4IrX5shroKoFgD9gn27KywH4CU9ldFJSUpSXl+fyxyQb5Rn+/rW2FkQ5+5q8HfQaJTC09nW09bX5ys+lr8wDQGBxcsuwEmN8AH4oUEsoA5mn3rgXFBSoUaNGLn9MIwQd/sCIX2tnX5MRvybe4MzX0Ve+B9XNw5aA3NagneAeQHlkusl0w0/RwMz3uCNDDACBytOB6+UBubWb27bePPCVmwwAfIOTjdRKDPEB+DrumPsHd2SIASBQeTtw5eY2AFehkRqN1OBFtmZG3fXGg2AeAP7Hl/4msoQIAIzDyUy3MT4Ab/F2ZtTbWQRb+NKbYNgnLy+P7xv8ii/9TSTLCgDG4eSabmN8AEZklGDVl94Ewz6NGjXi+wYAAAIe5eUE3TAoglUAAADA+2o7c3ExpdkAAAAAAFSJ8nIy3XAD1rJCMk6JP7zLU1vR8fMKAIB7OBd0XwwyxAfgaqxl9T5Hb3yUBR7JyclOBx+2lPi7KtDx9z3CCfiq5qmGiyxJAQDAPZzMdAcZ4gOAZ3kiwCp/48OeALws8MjIyPBI8OGqQMfbnfDLOHqzwxVfB09XmFDRUj2+PgAAlKK8nPJyuBH7rFrn6YwalQfOsecmiTe/1p5+bn6uqsfXB/At/l4RBfgzp4Lu4otBhvgA3MXT+6y6IoPsjexUoL0R8LdSasqOAcD/+UpFFBCIKC+nvBx+pKaA2BXBkTeyU4H2RsCTa72Nyt++Pv42X0AKvBuiAOAuZLrJdMOPUK7pOr4eBNkamAfqG2JPZt9dUf1hxGqB8r9Dvv77BMcE2g1RAHAXMt1kugG3qe6NuLffpPtiEGTv14Q3xJ5hz80uf13i4Yjyv0Oe/n2y9nX2h6+bq+fozM9bIN+0AwBPI9NNphs+xNuBqKtV90bcHW/SPfWm213fJ3cFLr7yc+XpedgSVLg68PDXJR7e5sgNp8u/zv7wdXP1HJ35eeOmHQB4jnOZ7pIgQ3wAnlTdm/zyb6DcEaB4I7PhyUDLU2+6Hfk+eTPwtfbG3BvzsTdAuPzn1R2VAPYGHtZu7HjjZoKr9pL3Fb5YeWKL6n5G7fm5cOUNw6oeyx8qAQDAqNgyjC3D4GG2vsl3x5tQb2Q2HHkd3gpi3Lm/tK8FFb42H2su/3l11Zyduflk7caOp7+Wju4l70gw5sobdUYsZ67uZ9SenwtX3jAs/1jlv7f+UAngar5S5QMATgXdF4uDDfEBOMPb/6h7+/ndMY+a3qz6YkmwP/KVnx1PM0pZrb2/B44EY678Wvnr1/3ymxL+dPMgEAPt8qr62270v31Gf32AP6KRmhON1I4dO6bHHntMnTt3VmxsrP7yl7/o6NGjNV731ltv6dprr7X6sX///gpjP/30U919993q0KGDEhISlJmZqaKiIofnDNcr+0f9+PHjPlM67Erl32BW9w+5JwNXf33z7mu8fbOBN4bOceb3INCDMXtc/rXi749vs+Xvirf/9rlD+ddtxNcH+DsaqTnYSC0vL0/333+/vv76a91///0aO3as/vGPf2jo0KHKzc2t9trvvvtOdevW1fPPP1/pw2QyWcZ9/PHHSkxMVN26dfX4448rPj5emZmZevrppx2aM9zLqG9iy7/B9MV/yFmn6L988ecJxuFPGWlbues1Gelr5Y6/K858fTz1bxR/TwHfVtuZi4sDuAnZsmXLZDabtXbtWrVv316SFB8fr/79+2vx4sWaNGlSldd+9913atWqle66664qxxQVFWnWrFlq166dli5dqpCQEElS/fr19be//U3Dhw/Xtdde69oXBfgho97sgOeVvTlOT0/39lTsZqSgqYyz34/LM9LlM4H++D2W3Jdl91T23l+/B1SVAHCWc5nu4iBDfDhiw4YN6tChgyXglqRrrrlGnTt31oYNG6q99tChQ2rdunW1Y3bv3q2ffvpJ9957ryXglqThw4erpKREGzdudGje8A53vCH2hQwv5cGeZ8Tgyld44s2xu35vPRE0efpn7/Lvh7N/b3wtE+gLf8Ndxdbvjb9si1jT94Z/+wDYy7mguyTIEB/2+vXXX3Xs2LEKAXeZdu3aKTs7W9nZ2Vavzc3N1c8//6yrr75aUuk/QBcvXqw0bu/evZJU6Tmio6MVGRmpPXv22D1veI873hD7wt1zX3sTGwhYT+o/rL0x94XfW0e58mfPkQDeaH9v/Pln4fKg1NvfG1c/f03fG2+/3jIE/4D/YJ9uB4LukydPSioNgC8XFRUlSTp+/LjVaw8dOiRJOnDggHr37q0OHTqoQ4cOmjhxYoW14GXPERMTY/U5zGaz3fMG4Bje2MARvvLG3Bdx88i/2XrDwJGbK/y9tR1/YwD/4dSa7otOdP72JdnZ2crJybF6LjIy0hJIlzl79qwkqU6dOpXGh4eHS5LOnTtn9fG+++47SaXl46NGjVJMTIx27Nih5cuXa//+/Vq7dq3q1q1reY6yxysvLCysxmZtAFyn7I1NcnKyt6cCwMV8KcizNhd/XlLiyM0Va39v/bnfgqv50s8rANuR6S4J0urVq3X33Xdb/Vi9erWV110iSQoKqvqmQ3Cw9S9tu3btNGbMGK1evVr33Xef/u///k8pKSl68skndfjwYa1atarG5wgKCqry8QF34x98AEZiLVvorfXW1ubib1UB7rhJ4M+l+K5GdhvwT85luh0ozfZFgwYNUs+ePa2ei4yMrHSsbt26kqT8/PxK58r+CEZERFh9vI4dO6pjx46Vjt9777167rnntH37do0cOdLyHAUFBZbPyz9HvXr1qnlFgPuQ9fUsT2V4uJliLHw/nUOQ5zh/u0ngSy7/va3qcwD+h0ZqJUGKiopSu3btrH5cXlouSc2aNZMkqyXpZQ3UrK33rk5ISIjq169vKUsv26/bWkO27Oxsux8frsObWXiSp978kz0xFr6fgO8pX0FR9nn59xTlf2+r+hyAf6K83IFs/RVXXKEWLVpo3759lc7t3btXJpNJTZo0sXrtlClT1KdPn0ody/Py8pSbm6vmzZtLKi1Dl1TpOU6ePKmcnBxdf/31ds8brsE/fgAA4HI13ZQvfxO17HPeUwCBwamg+6KCDPHhiN69e2vnzp06cOCA5dihQ4e0fft23XHHHVVeFxkZqcOHD1fayzszM1OS1K9fP0mlZejR0dF68803KwToy5cvV1BQkPr27evQvAEAAOAaVWWqAaA8p9Z0F5e4ahr+56GHHtJ7772nkSNHauTIkQoKCtLSpUsVExOjESNGSCrtYP7JJ5+oSZMmuuWWWyRJDz/8sD744AOlpqZq7969atmypbKysvTZZ59p4MCB6tq1q6TSRmyTJk3ShAkTNGLECN1xxx3as2eP1qxZoyFDhqh169Zee+0AAACgzwkA2zjXSM25RLlfa9iwoVauXKn09HS9+uqrCg0NVadOnfTEE0+ocePGkqTc3Fw98cQT6tSpkyXojoiI0IoVK/Tiiy9q/fr1OnPmjFq0aKEpU6Zo+PDhFZ6jb9++CgoK0vz58zV9+nRFR0dr3LhxGj16tMdfLypiXTd8mT9vMQR4An/DUYafBQCe4Fym21Wz8FPNmzfXvHnzqjx/5ZVX6uDBg5WOR0dHa9asWTY9R58+fdSnTx+H5wj34M42fBndg4Hq8TccZfhZAOAJrOl2cE03gMBCNgSombf2t0bg4GcMgD9ybsswg3wAQE1okFMZNyJwOfa3hrvxMwbAHzm3ZZiCDPEBALAfNyIAAABq5lTQXRQUZIgPAAgElGUC8BVUygAIJE5muo3xAQCXM2IHcMoyAfgKKmUABBKnupeTJQZgVHQAt47sFAAAgH3IdDvzBQCAAEN2CgAAwD5OZrpdNQ0AAAAAAIzHqaC7mM7fAAAAAABUyamgm9JsAAAAAACqRnk5AAAAAABuQiM1Z74AAAA4qPy+6eyhDgCAcZHpBgDAC8rvm84e6gAAGJeTjdQAAAAAAEBVnAq6L5LpBgAAAACgSmS6AQAAAABwE7YMAwAAAADATWikBgAAAACAm1BeDgAAAACAm9BIDQAAAAAANyHTDQAAAACAm9BIDQAAAAAAN3GukRphNwAAAAAAVSLTDQAAAACAm7BlGAAAAAAAbuJkIzVy3QAAAAAAVMW5LcNcNQsAAAAAAAyITDcAAAAAAG5CIzUAAAAAANyELcMAAAAAAHATMt1OOHbsmGbPnq2vv/5ahYWF6ty5syZPnqzmzZtXe92ZM2c0d+5cbdq0ST///LMaN26s2267TePHj9cVV1xhGXfkyBHddtttVh8jJSVFDz74oCtfDgAAAADAxZxspBa4YXdeXp7uv/9+nTt3Tvfff7/CwsL02muvaejQoVq3bp0aN25s9bqSkhKNHTtWO3bs0MCBA/WHP/xBBw4c0Jtvvql//OMfevPNNxUaGipJOnTokCRpwoQJiomJqfA47du3d+8LBAAAAAA4zclGaoFr2bJlMpvNWrt2rSUAjo+PV//+/bV48WJNmjTJ6nUfffSRvv76a6Wmpmr48OGW423atNFTTz2l999/XwMGDJAkfffdd5KkYcOGKSIiws2vCAAAAADgasHOXHxRJYb4cMSGDRvUoUOHChnna665Rp07d9aGDRuqvG779u2SpLvvvrvC8b59+0qSdu3aZTl26NAhxcTEEHADAAAAgJ9yKuguVokhPuz166+/6tixY1ZLvNu1a6fs7GxlZ2dbvTY5OVnvvfee6tWrV+F4bm6uJKl27f8VH3z33Xe6+uqrJUmFhYW6cOGC3XMFAAAAAHiPk0G3MT7sdfLkSUlSdHR0pXNRUVGSpOPHj1u9tmHDhmrbtm2l46+//rokKS4uTlJpkP3jjz8qPz9f9913nzp06KDrr79eQ4cO1d69ex2YNQAAAADA02ikJik7O1s5OTlWz0VGRloC6TJnz56VJNWpU6fS+PDwcEnSuXPnbH7+LVu2aOXKlWrZsqX+9Kc/SZK+//57FRYWau/evRo5cqRGjhyp77//XosXL9Z9992nVatW6dprr7X5OQAAAAAAnufklmHGCLpXr16tzMxMq+cSExOVlJRU4VhJSenrDgoKqvIxg4NtKyL46quv9Nhjjyk8PFwvvviiQkJCJElXXHGFxo0bp06dOummm26SJPXs2VPdunXTgAEDlJGRoQULFtj0HAAAAAAA73Aq6C4qMUbQPWjQIPXs2dPqucjIyErH6tatK0nKz8+vdK6goECSbGp+9uGHH+qJJ55QrVq1NG/ePLVr185yzmQy6S9/+Uula9q0aaOOHTtaGrIBAAAAAHyXk5luY4iKiqpUQl6dZs2aSZLVkvSyBmrW1nuXt2bNGj311FOqU6eOFi5caMlm26Jx48YqKChQcXGxzRl1AAAAAIDn0b3cgVsHV1xxhVq0aKF9+/ZVOrd3716ZTCY1adKkyuvXrVuntLQ0NWzYUK+//rrVgPvNN9/UH//4R+3fv7/Sue+//14mk4mAGwAAAAB8HPt0O5iv7927t3bu3KkDBw5Yjh06dEjbt2/XHXfcUeV13333nVJTU9WgQQO98cYbVrcdk6QWLVro2LFjeuONNyoc/+ijj3To0CH169fPoXkDAAAAADzHqfJyR7LERvHQQw/pvffes3QWDwoK0tKlSxUTE6MRI0ZIKu1g/sknn6hJkya65ZZbJEkvvfSSLly4oNtvv1179uzRnj17Kjxus2bNFBcXp1tuuUW333671q5dq99++01dunTRf/7zH61atUpt2rTRI4884vHXDAAAAACwD1uGOahhw4ZauXKl0tPT9eqrryo0NFSdOnXSE088ocaNG0uScnNz9cQTT6hTp06WoPvrr7+WJL3//vt6//33Kz1unz59LHt1z5kzR1dddZXWr1+v//f//p9+97vfaejQoUpKSrI0cwMAAAAA+C7nGqkZpHu5o5o3b6558+ZVef7KK6/UwYMHKxzbuXOnzY8fGhqq8ePHa/z48Y5OEQAAAADgRc5tGRbAmW4AAAAAAGri5JZhBN0AAAAAAFSFRmoAAAAAALiJc43UAnxNNwAAAAAA1aG8HAAAAAAAN3Ey013sqnkAAAAAAGA4rOkGAAAAAMBNyHQDAAAAAOAmTq7pBgAAAAAAVaG8HAAAAAAAN6G8HAAAAAAANyHTDQAAAACAmzgXdJPpBgAAAACgSmS6AQAAAABwE9Z0AwAAAADgJk5uGUamGwAAAACAqji5ppugGwAAAACAqlBeDgAAAACAm1BeDgAAAACAm5DpBgAAAADATVjTDQAAAACAm1BeDgAAAACAmzhZXn7RVfMAAAAAAMBwnMt0U14OAAAAAECVaKQGAAAAAICb0EgNAAAAAAA3cTLoJtMNAAAAAEBVnAu66V4OAAAAAECVaKQGAAAAAICbONdIrZjycgAAAAAAqhLszMXFKjHEh6OOHTumxx57TJ07d1ZsbKz+8pe/6OjRozVed/HiRS1atEi33Xabrr/+et15553auHGj1bGffvqp7r77bnXo0EEJCQnKzMxUUVGRw3MGAAAAAHgOmW4H5eXl6f7779e5c+d0//33KywsTK+99pqGDh2qdevWqXHjxlVem56eruXLl+vPf/6zOnTooI8++kjJyckqKirSnXfeaRn38ccf67HHHlNcXJwef/xxHTx4UJmZmTpx4oRmzJjhiZcJAAAAAHCCc2u6A7iR2rJly2Q2m7V27Vq1b99ekhQfH6/+/ftr8eLFmjRpktXrfvjhB73xxhsaPny4UlNTJUkDBw7UsGHD9Pzzz+tPf/qTQkJCVFRUpFmzZqldu3ZaunSpQkJCJEn169fX3/72Nw0fPlzXXnutZ14sAAAAAMAhTpWXXywuNsSHIzZs2KAOHTpYAm5Juuaaa9S5c2dt2LChyus++OADlZSUaNiwYZZjtWrV0rBhw5STk6NvvvlGkrR792799NNPuvfeey0BtyQNHz5cJSUlVZajAwAAAAB8h1NBd4lB/mevX3/9VceOHasQcJdp166dsrOzlZ2dbfXavXv3KiIiQq1atap0nSTt2bPHMk5SpeeIjo5WZGSkZRwAAAAAwHexZZgDTp48Kak0AL5cVFSUJOn48eOWzy+/trrrzGZzheeIiYmxOrZsHAAAAADAdwWVOBE51w5t5sq5eI352G7l5ORYPRcZGVkpeN69e7cGDx6sqVOn6r777qtw7q233lJqaqqWLVumLl26VHq822+/XfXq1dM777xT4XhRUZHatWunu+66S88//7zS0tK0evVqffvtt6pXr16FsUOGDNHx48e1ZcsWB14tAAAAAMBTnMp0F134yVXz8KpXXnlFmZmZVs8lJiYqKSmpwrGy+xRBQUFVPmZwcNWV+9auKztWdl11zxEUFFTt4wMAAABAoNu3b58GDhyoMWPGVIrpypw9e1b9+vVTs2bNtHz5crfMw6mg2ygGDRqknj17Wj0XGRlZ6VjdunUlSfn5+ZXOFRQUSJIiIiKsPl7dunUtY8ore6yy68qeo6CgwPJ5+ee4PPsNAAAAAChVWFiolJQUFRUVVTtu9uzZ+umnn9SsmfuquAm6VbpG2tr666qUfUOslaSXNVCztm5bkkwmk3bs2FHldWXzMJlMluOX7/mdnZ2tNm3a2DxfAAAAAAgkCxYs0OHDh6sds337dq1evbrCblHuQI2yA6644gq1aNFC+/btq3Ru7969MplMatKkidVr27VrZ+l+fvl1knT99ddbxkmq9BwnT55UTk6OZRwAAAAA4H8OHDighQsX6tFHH61yzLlz55SamqrBgwerQYMGbp0PQbeDevfurZ07d+rAgQOWY4cOHdL27dt1xx13VHnd7bffrqCgIL3xxhuWYxcvXtSKFSvUtGlTxcXFSZI6duyo6Ohovfnmm7p48aJl7PLlyxUUFKS+ffu64VUBAAAAgP8qKirSlClT1L17d/Xu3bvKcS+88IKKioo0ceJEt8+J8nIHPfTQQ3rvvfc0cuRIjRw5UkFBQVq6dKliYmI0YsQISaV3Tz755BM1adJEt9xyiySpdevWGjRokJYuXaozZ87ohhtu0AcffKDdu3crIyNDtWuXfkuCg4M1adIkTZgwQSNGjNAdd9yhPXv2aM2aNRoyZIhat27ttdcOAAAAAL5o0aJFOnr0qBYsWKDffvvN6pidO3dq5cqVWrBgQZW9uFyJoNtBDRs21MqVK5Wenq5XX31VoaGh6tSpk5544gnLGuzc3Fw98cQT6tSpkyXolqSpU6eqSZMmevvtt/X++++rVatWmjt3rm6//fYKz9G3b18FBQVp/vz5mj59uqKjozVu3DiNHj3ao68VpQp//l51TPFWz00yddcs8+cenpFjxpq6aZ55q5IuvZYbC2trZM7mGq973NRdkjTbD17n+kbxujMvy9vTgI+bYLpVkvSi+Qu7r131ux4afGqLi2cEVG2YqbMkaYV5u16NSpAk/SV7s3rHdNBHJ/7hxZnB1w1uerNWHf/a29MA7Gbvts5SaeXxvHnz9PTTTysqKspq0J2fn68pU6aoX79+6t69u8vnbY1T+3RfLiUlxWpnbsDXZWRk1Dimdmgz5ZuztKndk5KkOrqoXnlfuntqLvGQqauWmL+SJD3TtIeeOr7FuxOC3bpEttG2nAM1DwQAADCAjBcm27Wt88WLF3Xvvfeqfv36Wrp0qSTp8OHD6tOnT4Xxzz33nDZs2KCNGzeqYcOGkqRbbrlFV111lX9sGVZQUGBT8ALHcFMDAAAAQCCwd1vnJUuW6ODBg1q5cqVyc3MlyZLpzs/PV25urv7zn/9o+fLlmjp1qoqLiy3jSkpKVFhYqNzcXIWFhbl8e2aXZrqTk5NdGnQTZFaUnZ2tFStWeHsaAat2aDOta3Sreu19VpK09vqpGv7zFu9OCoBbjTbdokVm/6hoAQDASIou/GTX+OHDh+ubb76pdkyzZs3000/VP+6f//xnzZw5067nrolPr+kmc15RSkqKkpOTLf+dl5enRo0aeXFGxmHrz1kdXdTa66dKku7513QNr2KNNwBjIOAGAMA/TJo0SadPn65w7Pjx45oyZYruuusu9e/fX2FhYTp//nyla8ePH6+YmBhNnjzZ6lpxZ/l00I2K0tPTK/w3lQAAAAAAILVv377SscOHD0uSmjdvrq5du1Z5bUhIiBo0aFDtGGcQdPuxy4NwuF/5xmnDTfHKN5d2yH7nuqnKrh0kSUo+WXMncAAAAHe639RFkvS6eZuXZwKAoNsHkLH2PlvKy61tC/bOdaWl5nf/e7rWXJ9mOe7MVkSBbHrT0m1wph7nxgUAAM4g2AZ8R8AG3b4U6GZnZ6tFixY+Mx8AAAAA8HetW7fWwYMHaxz35Zfu7eESsEG3LzVpS0lJ0ZEjR+hM7uMuz3JLspSUr7k+Tff+a5ok6bvYqTqtix6dm1GQ4QYAAIDR+HzQ7a6MdHZ2tssf01Hp6emVOpPDsxy9AVN+/fZ3saWl5k/umq45sWlVXQIf9FJ0gsazFh8AAABu4NKgOzw83KWBY3Z2tqKiotySkXZ3gOtL5esAAAAAAO8IKikpKfH2JKpSFhi7I+h2d1DMHtr+xZafsdqhzao8N8F0q4pU+qsUWVJbf91VWmpeh328YTAjTF211PyVt6cBGNL0pgksswGAS4ou/OTtKbhMwAbdgL2qC7qrkm/O0sIbS0vNfwuWJTD/NahYLS/WkiTKmgEAAIDLGCno9vk13UZAqbnv48YOAAAAAHcwXNDtiwFudna2XZ3JffE1wDELb0zTI7tLS80zO6bp8RNbvDshAAAAAB5luKDbl7YCK2NvZ3J7g3T4rt+CS4NtSUr8dpoeZ403gAAwNzpB41g6AwCAJAMG3b4oPT3drvFsH+Z5vnajBgAAAIAx+EXQbU+5tS/tv10dSsgDQ5FKLCXlj5vilW/OkiS9c91UDTtVevy1yASNzCEjFOgeMnWVJLUsCaN7MfweWW4AAP7Hp4Pu8PBwHTlyxK69up3JEHsyEKaEPDD8GlRc4b/fuW6qJOnuf0/XmLgUSdJIM29OIS1hGy4AAABD8umgOz093aNl1p5cD04JuW+hvBwAAADwf7t27dJLL72kffv2KSwsTAkJCZo4caIaN25cYdxbb72l5cuX68cff1RkZKT69u2rsWPHKjw83DImPz9f8+bN04cffqicnBy1bt1ao0aNUp8+feyak08H3Y4IDw93OJh1tDSdUnFUpWwv7jJlJeVj4lKUsbN0rX/T2Kl66vgWD88MjpoVkyBJmnTC+QqFXjE3SJI2nfin048FAAAQ6L799lvdf//9uuqqq/TYY4/p9OnTWrp0qXbu3Km3335bERERkqTMzEy98sorSkhI0NChQ/XPf/5TCxcu1LFjx/Tiiy9KkkpKSjR+/Hht3bpVgwYN0tVXX63/9//+n5KTk3X69GkNHjzY5nkFlZSUlLjlFbtIWQDtiUyko8EzpeKBoXZoM6cf47XI0oBtZM5mPdO0hyTpiV3TVYeu5gAAAIBF0YWf7L5m8ODBOnbsmD788ENdccUVkqTNmzdrzJgxevLJJ3X//ffrxx9/VN++fXXbbbcpIyNDQUFBkqQZM2Zo+fLl2rhxo1q3bq2tW7fqoYce0l//+lc9/PDDkqTi4mLde++9+umnn5SVlaXatW3LYRsu0+0Me7uMl6FU3P9RXg4AAAD4rwsXLqh+/foaMGCAJeCWpE6dOkmS9u/fL0lat26dioqK9Pjjj1sCbkkaNmyYIiIiVJaTzsvLU5s2bfTnP//ZMiY4OFg33XST/v3vfys7O1smk8mmuRF0X4ZScbhT+S7lZSXlT5Xral7HFK+/mOL16qX/Lu9xU3fNNn/ukXkCAAAA/iQ0NFSLFi2qdLws2G7atKkkaefOnWrVqpWaNSutYi0oKFDt2rXVqlUrjR8/3nJdv3791K9fP6uPFxYWpkaNGtk8N0MF3a4ImCkVhzeUlZfnm7P0znVT9eql4y9FJ2j8pa13CLgBAAAA25w8eVLffvutZs2apSZNmmjQoEGSpB9++EHXXnutvvrqK82aNUsHDhxQaGio+vTpo6lTp1rWfZdXUFCgH3/8UStWrNC2bds0duxY1alTx+a5GCrodkX3cU+Uiufl5dl1ZwTu5+3y8r9cCrrfuW6q7v73dOnSf48vt9ftU0176BkargE+r6xfAw0SAQBwXHZ2tnJycqyei4yMVFRUVJXXFhUVKSEhQRcvXlStWrX03HPPKTo6WpL022+/6ccff9Sjjz6q++67T3/5y1+0Y8cOLV++XEeOHNEbb7yhWrUqNkNetGiRXn21NC1244036v7777frtRgq6HYFR9d124MSdgAAAACo2urVq5WZmWn1XGJiopKSkqq8tqioSDNnzlRwcLDeeustTZo0SSdOnNCYMWN04cIFHTt2TGlpaRo2bJgkqVevXoqIiNC8efP06aef6vbbb6/weF27dtUf/vAHHTp0SIsXL9aAAQO0atWqagP/8ny+e3lKSoqOHDmiFi1a1BioUhoOd3JF93Jbla3xntcxTRMvbU31TNMeZM4AAAAQEMzHdjuc6S6vuLhYQ4cO1d69e/XFF1/oj3/8owoKCvSPf/xDoaGhlnHHjh3TH//4Rw0bNkxpaWlVPt7nn3+u0aNHa+TIkZo0aZJNc/D5THd6erqSk5NtKh13tCzcW5lnysx9h7fLy8uUreGe17H0F33st9NUfOnzM/Lp+2MAAACAy0RFRdkcWFcnODhYvXv31u7du3X48GFFR0crLy+vQsAtSU2aNJEknTt3rtrH6969u6644gpLgzZb+HzQ7QmuWAvuCMrMAQAAAMB5//3vfzVy5EgNGjRIo0ePrnDuzJkzkqTw8HC1b99e77//vk6dOqXf/e53ljHHjh2T9L8u588995w+/vhjffLJJxUC9MLCQhUUFCg8PNzmuRkq6A4PD3co252dne2G2dTME+vH4V/KGqeVlZQXd0xT4rfTJEnPxk6lQROsmhudIEkaV67xniut+l0PDT61xS2PDQAA4ArNmzfX2bNntWbNGg0fPtzSXfzXX3/V2rVrFRMTo7Zt26pfv35av369Fi1apJSUFMv1S5culSTddtttkqQrr7xSJ06c0Ntvv60hQ4ZYxi1fvlyFhYVKSEiweW6GCrodDWKd6VZOttoYvF1e/ripu6TSbcGeatpDwZeOn1GJno2dKkl6ctd0vdah6vUlCFzuCrbLEHADAABfFxwcrGeeeUbjxo3TkCFDdPfdd6ugoECrVq3Szz//rPnz56tWrVq69dZbdccdd2jZsmXKyclRp06dtG3bNn300UcaMmSI/vCHP0iSBg8erHXr1unZZ5/V4cOHdfXVV2vXrl1av369unTpogEDBtg8N0MF3Y5yNEMu2d68jeAcAAAAANzn9ttv17x587Rw4ULNnj1bISEhio2N1UsvvaTrr7/eMm7WrFlq06aN3nrrLW3atEkmk0lPPPGERo4caRkTGhqq1157TRkZGfroo4/0yy+/yGQyKSkpSaNHj1bt2raH0j7fvVz6Xyba29lIa2wNpums7v882b28vLKS8iYXgzTyH6Wl5nUu7eMNAAAAGFHRhZ+8PQWXIej2EDLdvs2Wny1vBd3W5Juz9H77VEnSvbmfVyhPL/O4qXuF/wYAAAD8hZGCbsrLPcSe9eYE6AAAAABgDATdDnJnYEwpOmryfvtU9dszQ5I0q2OaCqwUrEQVB1c6BrjDCFNXSdJS81dengmMYnrTBE097t4GgQAAeIpfl5d7MyPszsCYTLfn+Vt5uSTNirm0TdS30zS3Y2lX80kneJMKAAAA/0d5uYeFh4fryJEjlY4XFBR4bZ23M9uMXY4gGwAAAACMyS+C7vT0dJcGua7gzDZjl8vLy1OjRo1c8lgIDI+bultKyud2TNO4b0u7mk+iqzkAIIClNe2hace3eHsaAFCBX5SXS6WZ5fDw8AoZYdY+w5N8rbzcmnxzlp6Me1KS9KL5Cy/PBgAAAHAM5eVecnk5ua9lv6tDCblv8+ft6AAAAAD4Lr8Kuh3lCwEvJeTwhCfjntSzO5+VJDWOTVMq3X/hAhNMt1I5AQAA4CC/DrptXVdNGTqM5nFTd8uWYI+X61j+ovkLNY4t7WQ+cdc0hdDVHC5AwA0AAOA4vw6609PTbRrnqTJ0X8iowzGUlwMAAABwB78Oum3lyk7j1aGEHJ4y2/x5lefKSspD6GoOuFRq0x6aQVdkwKoxpm5aYN7q7WkAgE/yq+7lEhlJeE/t0GZ6yNRVS8xfeXsqdss3Z6nOpcB7RtME1noDAADAp7mie/m+ffs0cOBAjRkzRklJSZbj586dU2Zmpj788EPl5uaqTZs2Gj9+vLp06VLh+gsXLmjRokVav369zGazrrjiCt16662aMGGCoqOjbZ5HQGS6HUW5eODgZg4AAABgHIWFhUpJSVFRUVGlcxMmTNAXX3yhoUOH6qqrrtLatWv10EMPadmyZerUqZNlXFpamt5991316dNHI0aM0NGjR7VixQrt2LFD77zzjho2bGjTXAwddDsbNLu7ARtBvf/xxyy3JNUxxSvfnCVJWnxjWoVzU0w99Jx5ixdmBQAAALjHggULdPjw4UrHv/zyS23evFkpKSl68MEHJUn9+/fXnXfeqZkzZ+qdd96RJP3rX//Su+++qxEjRmjy5MmW67t06aJRo0bp9ddf17hx42yai98E3eHh4Tpy5Ihd11y+r7e9UlJS3LoWnK7q/mWsqZuiS2rrKT9c0zmjaYIl2H549zSNK7fG+/dFQd6aFgAAAOByBw4c0MKFC/Xoo49q7ty5Fc5t2LBBISEhuvfeey3H6tatq3vuuUcZGRn68ccf1bJlS23fvl2SNGDAgArXx8fHq379+tq1a5fN8/GboDs9PV3Jycl2ZYezs7Odfk53cndQD9tRXg4AAAD4v6KiIk2ZMkXdu3dX7969KwXde/fuVatWrVS3bt0Kx9u1aydJ2rNnj1q2bKmhQ4cqPj5eLVu2rDCuoKBA586dU+3atofSfhN0l7Ene11TQEt5N+wxz4+7spZvnDbuUql5WWO1/9Qu9ta0AAAAAJdatGiRjh49qgULFui3336rdP7kyZO6/vrrKx2PioqSJJnNZklSRESE2rZtW2ncypUrVVRUpLi4OJvn5HdBtz1q2iqM8m7YI8kUr1curYv2d+XXeL/cMa2G0QAAAIBnZWdnKycnx+q5yMhIS5Bc3qFDhzRv3jw9/fTTioqKshp0nz17VnXq1Kl0PDw8XJKUn59f5Zz27NmjuXPnqmHDhho8eLCtL8XYQXdN5eGuKO9mb25jsKV64sZC//51mWLqIal0Dfd/ahdbgu3Hvp2myT6yj/eMpgmS5PSWZk817aFn/HDtPQAAAEqtXr1amZmZVs8lJiZW2AJMki5evKiUlBTddNNNuueee+x+vqCg0j5HwcHBVs8fOHBAo0aNUmFhoV5++WW7YkD/jiKc5Io125SoAwAAAIBrDRo0SD179rR6LjIystKxJUuW6ODBg1q5cqVyc3MlyZLpzs/PV25uriIiIlS3bl2r8VtZhjsiIqLSuR07dmjs2LE6e/as0tPT1b17d7teS1BJSUmJXVd4UVlWmqZX8Ibaoc28PQW3KSs1r2OK1/RL2eapTmabbTXedKsk6SXzFx55PsAfPW7qrtnmz709DQAAPKbowk92jR8+fLi++eabasekp6fr9ddfV1BQkN59990K57KysjRq1ChlZGSoT58+luNbtmzRuHHjVFxcrOeff77COVsFdKa7PDLWgS3Qb+SUNVXLN2dpnofXeBNsAzUj4AYAoHqTJk3S6dOnKxw7fvy4pkyZorvuukv9+/fX1VdfrV27dmn9+vU6f/68wsLCLGP37t0rSbruuussx7Zt26bExETVrl1bmZmZuvXWWx2am6GDbnu3F3NnUzWCegAAAABwj/bt21c6dvjwYUlS8+bN1bVrV0lS7969tXbtWq1Zs0bDhw+XJJ07d05r165Vhw4d1Lx5c0lSTk6Oxo8fr6CgIC1evFg33XSTw3Pzq6A7PDxcR44csXm8PduLuXvPbDqlw5eVlZTP65imsd9OKz3YMU1hlxafJJ70TKk5AAAA4E7x8fGKj4/XrFmzZDab9fvf/15r1qzRiRMnNGvWLMu4xYsX65dfflG3bt1kNpu1bt26Co/TuHFjxcfb1ozYr9Z0S6V3Jqztl2aNLwW6ZLp9my03Z4y8pru8F2JKA/Cx305TRmxpqfkUN67vzogufb5kAnvAq16KTtB4g/0ezo5J0OMnjPWaACBQ2Lum25rDhw+rT58+lbqdnz17VhkZGdq4caPy8/N17bXXKjk5WTfffLNlzF133aUDBw5U+dg33HCD1qxZY9M8/CrTLUnFxcU2Z6+ry1wTBAMAAACAcbVu3VoHDx6sdLxevXpKTU1Vampqlddentl2ht9lunv16qVNmzbZNLa6wNqXsuDwD4GS6c68lHk+HSwl7yotNV/WIU2PZpMtAgAAgGe4ItPtKwwddFfH1zLdeXl5dm2wDteivNy6+VGlAfiD/5hm6XAOAAAAuJuRgm6/Ky93lfT0dG9PoQJfuwkAAAAAAHBewGa6AXultBwa0Hvl5puzJElLbkxT8aVj4wzWdAkwmrmXlovwuwoA8Ddkur0oMjLS21NwCzLd3mVLeXkgB9xSabAtSQ/tnqY5l7qaA/BtBNsAAHif3wXdp06dcut+2t5SXWM3AnIAAAAA8E+Ul/uI6gJrmqy5H43UalZWpvprsPTXS13Naa4GAAAAdzBSeTlBN2CjQA+6rck3Z2nN9aWl5g/8TBkrAAAAXMNIQbfflZcHAsrJPc+WTDcAAAAA2Iug2waeDoIpJ4e/WHN9mu79V2mpee6NaTofVHp88gmy3gAAAIDkh0F3YWGhxxupVdfkDAhkD/y8WbmXupqP2T1NmR3pag7fM71paT+Cqce5GQQEmhmXfv9T+f0H4EV+F3SHhIR4vBTYnUE+peS+gfJyAAAAwP/t2rVLL730kvbt26ewsDAlJCRo4sSJaty4sWXMuXPnlJmZqQ8//FC5ublq06aNxo8fry5dulR4rAsXLujVV1/VunXrlJeXp6uuukoPPPCA+vfvb9ecaKRmA3cGxpSS+wa6lztuZkxpFqGWpMRv6WoOAAAA5znSSO3bb7/V8OHDddVVV2ngwIE6ffq0li5dqiZNmujtt99WRESEJGnMmDH64osvNHToUF111VVau3atDhw4oGXLlqlTp06SpJKSEo0ZM0ZbtmxRfHy8EhIS9O9//1vvvvuuxo4dq8cee8zmeRF0AzYi6LZdvjmrQuA9OyZBj7POGwAAADZyJOgePHiwjh07pg8//FBXXHGFJGnz5s0aM2aMnnzySd1///368ssvNXLkSKWkpOjBBx+UVJr5vvPOO1W/fn298847kqRNmzYpKSlJ/fr10+zZsxUUVNq86KWXXtKiRYv03nvv6ZprrrFpXn5XXu4OlHiD8nIAAADAf124cEH169fXgAEDLAG3JEvmev/+/ZKkDRs2KCQkRPfee69lTN26dXXPPfcoIyNDP/74o1q2bKnNm0sTRo899pgl4JakUaNGaf78+Xr33Xc1adIkm+bml0G3q4NkTzdKI8iH0dUxxSvfnKX02KmSpEZFXp4QHDLF1EOS9Jx5i1fnAbjCRNOtesH8hbenAQBwk9DQUC1atKjS8bJgu2nTppKkvXv3qlWrVqpbt26Fce3atZMk7dmzRy1bttSJEydUt25dNW/evMK4iIgINW7c2PK4tvC7oDsyMlIFBQUuzUympKR4tCM63dARCNJjpypl13RJUkYsXc39EcE2jISAGwACy8mTJ/Xtt99q1qxZatKkiQYNGmQ5fv3111caHxUVJUkym82SSrPf58+fV2FhoUJCQizjiouL9dtvvyknJ8fmufhd0F32xXCl9PR0lz9mdZKTk8l2+xjKywEAAADfkZ2dXWVgGxkZWW1cWFRUpISEBF28eFG1atXSc889p+joaEnS2bNnVadOnUrXhIeHS5Ly8/MlSR06dNCnn36qTz75RH369LGM++yzz1RYWKjz58/b/Fr8Lug2gvDwcB0/fpyu5TCs2TEJalT0vwx38q5pmkJHc7dIa9pD045v8fY0AAAAXGr16tXKzMy0ei4xMVFJSUlVXltUVKSZM2cqODhYb731liZNmqQTJ05ozJgxVV5Ttm47ODhYknTPPfdo2bJlevrpp3XhwgXFxsZq7969mjZtmho0aKBatWrZ/FoIur3A05l1wNMu71Q+5dIab6nidmIzYxI0ma7mTiHgBgAARjRo0CD17NnT6rnIyMhqrw0PD9edd94pSerTp4+GDh2qV199VYMGDVLdunWtVhyXZbjLthVr1KiRlixZovHjx1saptWrV08TJ07UunXr7HotBN2isRkoL/eEsmA735ylZy81WDNif7WnmvbQMwTCXvVCTIImcjMHAAC/FhUV5ZKlxcHBwerdu7d2796tw4cPy2QyWS1bz87OliRLGboktWnTRh9++KEOHjyo/Px8XXvttapbt67mzZunzp072zwHvwy69+/f79LGZ+5sbEZADwAAAADu9d///lcjR47UoEGDNHr06Arnzpw5I6k0A96uXTutX79e58+fV1hYmGXM3r17JUnXXXedJOn777/Xjh071LdvX7Vp08Yy7ocfftDPP/+s2NhYm+fmd0F3eHi48vPz/aZ7OZ3KgYqejZ2qJy91NX/+UsbbSMhyex9ZbgAAAk/z5s119uxZrVmzRsOHD7c0S/v111+1du1axcTEqG3bturdu7fWrl1rGSdJ586d09q1a9WhQwfLFmHHjh1TWlqaQkJCdPfdd0sq7VyekZGhBg0aWMrXbRFUUlJS4uLX63a9evXSpk2bvD0Nm1jLdOfl5dFEzcfYchOndmgzD8zEuGbGJEiSioKkiyr9s/PErukV1ngjsE1vWvozMvU4QTMAAIGu6MJPdl/z8ccfa9y4cWrbtq3uvvtuFRQUaNWqVcrOztb8+fMVH1/6vnPUqFHavn27hg8frt///vdas2aNDh06pL///e+WDHZhYaEGDx6sH374QQ888IBiYmL08ccf66uvvtKcOXN0xx132Dwvv8t0+xtrTdMoOQcAAAAA17r99ts1b948LVy4ULNnz1ZISIhiY2P10ksvVdib++WXX1ZGRobWrVtnWau9ZMmSCiXjISEhWrhwoV588UW99dZbOnfunNq0aaPFixdbgndbkekGbGTkTPd4062SpJfMX1iOZUQnKPmk+zOOZV3NMzumWbqevxaZoJE5ZDsBAAAClSOZbl9lyKDbFzPJlJT7NsrLvWf2pbLzxG+nUWoOAAAAScYKug1ZXl5QUOBzW0D54o0AAAAAAIB7+WWme9iwYWrRokWVQSwdw+EO1WW6pzdN8NvmTzOaJijVR+ZeVmpexxSviZdK3l8oV/IOAACAwECm28uioqKqzWY7sv0XmejA5mxlhL8G3JK8HnC/FllaXj4yZ7OlvDzfnKV5HdO8OS0AAADAJfwy6K5JeHi43YG3t7LjBPsAAAAAYFx+WV5eFlC7ct22t4JfSuH9B43U3K+spNxUXEtjv50mSTRXAwAACEBGKi8n6PYyMt2+ge7lvivfnKW0uFRJ0mzz55retLQc3Z9L+n3ZjEtfX28vO4B3jDB1lSQtNX/l5ZkAAAKdkYJuQ5aXewPBMwAAAADgcgEfdLsqWGYfbsA90uJSNW3nDEnSbFO8JcM9KyZBk06QjXU1MtyBjQw3AACu57dB9/79+x3qUn451lQDvm22+XPNLtfVvGyNd7A3JwUAAADYyC+D7vDwcOXn57tkTbc9gTsl5MZlhP4AAAAAAHyPXwbd6enp6tWrl0sey57txdyVFSeYB6o2vWmCpaS8jile+eYsSdJ710315rQAAAAAm/hl93JJ6tWrlzZt2uTR53RXcEyJu3+ge7n3zIop7agdLOnKwtI/Wf3/PZ3txAAAAAzK0e7l//rXv/TKK6/o22+/1YULF9S6dWs9+OCD6t+/v2VMTk6OXnzxRWVlZemXX35RdHS0+vXrp7Fjxyo0NNQy7sKFC1q0aJHWr18vs9msK664QrfeeqsmTJig6Ohom+fkl5lub0lPT3fL46akpLhkfTocR3k5AAAA4N8OHz6s4cOHq0GDBnr44YdVr149bdy4UZMmTVJeXp5GjBihgoICPfDAAzp27JiGDh2q3//+99q5c6fmz5+vgwcPav78+ZbHS0tL07vvvqs+ffpoxIgROnr0qFasWKEdO3bonXfeUcOGDW2aF0G3DygL5ikzB6yz2qX8Uqn5s7GlZeYzjm/x7KQAAADgU2bNmqXg4GC99dZblkz0sGHDNHToUM2dO1f33nuv3nzzTR0+fFjz589Xz549JUlDhgyRyWTSokWLtH37dnXu3Fn/+te/9O6772rEiBGaPHmy5Tm6dOmiUaNG6fXXX9e4ceNsmpdhg25/DGApMwfs82zsVD25a7okaYYpXuNNt0qSXjJ/4c1pAQAAwMMuXryoHTt2KD4+vkLpd3BwsP70pz9p9+7d2r9/v7Zv365GjRpZAu4yffv21aJFi7Rr1y517txZ27dvlyQNGDCgwrj4+HjVr19fu3btsnluhg26CwoK/K5kmDJz7/G3nxUAAAAA/xMcHKz169crKCio0rnc3FxJUq1atTRz5kzl5eVVOaZ27dIQeejQoYqPj1fLli0rjCsoKNC5c+cs42zht0F3YWFhtQFqdna2B2djH3/MwgO+aMbxLZpRbg/vTe2elCS95MU5AQAAwPOCgoLUvHnzSsfPnTunt99+W/Xq1dMf/vAHhYWFqUmTJpXGvf7665KkuLg4SVJERITatm1badzKlStVVFRkGWcLvw26Q0JCqs1O+nLWmDJywHXKSso3tXtSvfY+W3qQrubwY2NN3SRJ88xbvTwT35bWtIem+UAvh9SmPZzuKTHz0g4Nk631rwCAAJWdna2cnByr5yIjIxUVFVXjY5SUlCg1NVU5OTlKSkpSWFiY1XFvvvmmNm/erE6dOik2NrbKx9uzZ4/mzp2rhg0bavDgwba9ELFlmFeQ6fY9tpSXb4werDvzsjwwG896qmkPPeMDb1xdKd+cpSU3pkmSEk/yJhYAAMDfZLwwWZmZmVbPJSYmKikpqdrrS0pK9NRTT2n16tXq1KmTXnvtNYWEhFQa99577yklJUW/+93vtGbNGplMJquPd+DAAT344IP67bffNG/ePHXv3t3m1+K3mW5fR2ANAAAAAI4ZNGhQpWZnZSIjI6u99sKFC5o0aZI2btyo6667TvPnz7cacC9btkwzZ85Uw4YNtWTJkioD7h07dmjs2LE6e/as0tPT7Qq4JYNkun0xwKWE3Hhqhzbz9hRgo8zoBD20e5okqY4pXg+ZukqSlpi/qjDuhUslnRMp6QQAAPApRRd+cui6/Px8JSYmauvWrYqLi9PChQsVERFRadzLL7+sefPmKTIyUsuWLdPVV19t9fG2bNmicePGqbi4WM8//7z69Olj95wMken2xU7lvrymHJX52s8PnJN4crMSyzVYmxiXUmnM3yITNIpgGwAAwDCKioqUlJSkrVu3qkePHnr55ZcVHh5eadz8+fM1b948tWjRQq+99prVBmyStG3bNiUmJqp27drKzMzUrbfe6tC8/DboPnPmjCWo9cVO5enp6T6ZgQcAAAAAI3rllVeUlZWlnj17au7cuVZLyr/88ku9/PLLat68uVasWFFlQ7acnByNHz9eQUFBWrx4sW666SaH5+W3QXdJSYklO1lTRtlbwS8l5oD3lJWUT4xL0Qs70yVJ88p1NR+VQ5YbAADAKE6dOqXXXntNtWvXVrdu3bRx48ZKY7p06aLZs2erpKRECQkJ2rZtW6Ux11xzjdq2bavFixfrl19+Ubdu3WQ2m7Vu3boK4xo3bqz4eNt2zPHboDs0NNTmsd4qP6fE3H9QXm485ddvzytXal7n0udTTD30nHmLN6YGAAAAF9u9e7cuXLggSZo2bZrVMS+++KL2798v6X/7cl/u4YcfVtu2bfX1119LkrZu3aqtWytv43nDDTcYP+guv8daeHh4tcGtLeXnlIIDAAAAgH/6v//7Px08eLDGcX379rXp8S7PbDvDEN3La2JLQE0pOGpC93JjyDeX7rX+fOxUPWWw/ckBAACMwtHu5b7IbzPd9khPT69xzOWZcjLfgYXycuP6W2SCZf32FFMPPR87VZL0xK7puva60s8Hn9rirekBAADA4AIi6LbF5SXq7sh8E8gDAAAAQGAJiPJyR7gjQKaE3b9RXu5fXohJkCRNrGIv7lW/66G7/j1dkizN1QAAAOAbjFReTtDtQWS6fZct5eW2Bt0vRSdo/Em2o/In+eYsze2YJkmaVEWQDgAAAM8xUtBNebkHWVtbTiAOAAAAAMZlyKDbnwLZvLw8NWrUyNvTgAuR5fY/czumady3pfs5/hY7VTPoag4AAAAX8dvy8mHDhqlFixZWg2vWTsMdWNNtbKlNe0iSntw1XWlxqZIks85rhXm7F2cFlJps6q6Z5s+9PQ0AADyG8nIfEBUVpYKCAqtrcS/f/stb/CnjHujYMgwAAACAO/ht0F2dy7f/8hZvZdwJ9gH7lZWUn49L1bSdMyRJ77dPFTUz8AVkuQEA8F+GDLqtNSzzhpSUFK8E/5TXA44z67zeb19aXt5vzwyJ7cQAAADgBEMG3b7CW8G/t4J9f0Z5OQAAAOD//vWvf+mVV17Rt99+qwsXLqh169Z68MEH1b9/f6vjv/32Ww0dOlQffPCBWrdubTk+efJkvfvuu1U+T7NmzfTZZ5/ZNCeCbh9GmTjgeSvM2/9XUm6KV745Sy9f2sM7P6hEz9DZHAAAwCcdPnxYw4cPV4MGDfTwww+rXr162rhxoyZNmqS8vDyNGDGiwvhjx45p/PjxstZbfNCgQerSpUul41999ZXee+899ezZ0+Z5+W338rJMrrUMpVGCVcrEfQvdywPTzJgEPXZpO7EP2qdqc3ixJOlVc5Y3pwUAAGBojnQvHz16tHbs2KGPPvpI0dHRkqTi4mINHTpUBw8e1NatW1WvXj1J0jfffKPk5GT9/PPPkqSNGzdWyHRbk5ubq379+ik6OlqrVq1SaGioTfMyZKa7qq7m/sbWEnGj3GTwJiP8vAAAAACB6uLFi9qxY4fi4+MtAbckBQcH609/+pN2796t/fv3Ky4uTrNnz9aSJUv0+9//XjfffLM++OADm55jzpw5OnXqlBYsWGBzwC0ZNOg2Clu7sOfl5alRo0YemBEQePKDSvTBpcZqfffM0D00VgMAAPA5wcHBWr9+vYKCgiqdy83NlSTVqlVLkvTdd99p9OjRevTRR/W3v/3Npsf/z3/+o/fee09//vOfdd1119k1N78Ouvfv3281KM3OzvbCbFzPV7qwwz1mxSRIkiad2OzlmaA6zxzfor9cCrTvubTGW5Jmxk5lfTcAAICPCAoKUvPmzSsdP3funN5++23Vq1dPf/jDHyRJmZmZdmWqJWn+/PkKCgpSUlKS3XPz26A7PDxc+fn5VsuC/aFzNyXhvoXycgAAAMB3ZGdnKycnx+q5yMhIRUVF1fgYJSUlSk1NVU5OjpKSkhQWFiZJdgfcP//8sz7++GPdfvvtMplMdl0r+XHQnZ6erl69elk9Z2tZtjdREg4y3P6jfNO0mbFTJUmTd03XM5SaAwAAuMXq1auVmZlp9VxiYmKNGeeSkhI99dRT+uCDD9SpUyc98sgjDs/lnXfeUWFhoYYPH+7Q9X4bdFeHsmwA7lJWUv5MuVLzObFpmnrc9pso40236iXzF+6YHgAAgCEMGjSoym25IiMjq732woULmjRpkjZu3KjrrrtO8+fPV0hIiMNz+eyzz2QymXTjjTc6dL0hg+6q+FpJN9lu30F5ORwxJ7Z0/+6/7pqmqZey3jOaJii1hgCcgBsAAKB6UVFRNpWQXy4/P1+JiYnaunWr4uLitHDhQkVERDg8j7y8PP3zn//U/fff7/BjBFTQ7WtbifnaTQAAAAAA8FdFRUVKSkrS1q1b1aNHD7388ssKDw936jH/8Y9/qLi4WJ07d3b4Mfw+6LYncPW1ruaUwQP+raykfGq5UvPH4iZ7c0oAAAAB65VXXlFWVpZ69uypuXPnOlVSXmbfvn2SZOl87gi/D7rtyV6npKS4tMEa5eHG4UsVEEb3VNMehttqa0bTBEuw/fLOmVpUrsHazEtbw02mcR7g10aYumqp+StvTwMAUIVTp07ptddeU+3atdWtWzdt3Lix0pguXbrYXbL+3//+V7Vq1VJ0dLTDc/P7oNsers4sUx4OAAAAAN63e/duXbhwQZI0bdo0q2MWL15sd9Cdl5enevXqOTW3oJKSkhKnHsGLevXqpXbt2pGlhEfUDm3m7SnAT5SVmtcxxeuppj0kyXDZfQAAAHcquvCTt6fgMn6d6S4sLHT5Om2y14GJGzdwpTqXysvzzVl684Y0L88GgLfYspsBAMD4/DroDgkJqbI8wNHgOTs7WytWrHB2agTvAAAAAAD/Drqr4+j2YK5qtuaq4B2Af5kZk6D8oNJVO2/ekKYh/yxdUzTSFK/HTd0lSc0uBmv8SbJfgNGR5QYASAYOuh3lqmZrru6UDveivByucnmX8pHlSs1nxk6VJAJuAACAAOL3QXd4eLjV4Nbbe3LbErxTgg4AAAAAxub3QXdVwW11WWZfCXYpQQeMr6ykfGbsVE3eNV2SdDF2qmbQzRwAACAg+H3QXZWqMuCS7wS7lKD7DsrL4YjxplslSS+Zv6hyTLOLwaVjT27WxUvl5U/umq6Q2Kl6isAbAADA8AwbdFdX3u2NQNdXsusAAAAAAM8xbNBdneqy4O6Sl5enRo0aefQ5AbhXdRnuMuWbppWVlIfETtUTu6brqUtN1gAAAGBcQSUlJSXenoSjevXqpU2bNnl7GggQtUObufTxesXcIEnadOKfLn1c+I98c5Yk6dG4J7TMvE2SdGfTWMUEhUuSFpm/9NrcAAAAvKnowk/enoLLBGSm21MoKfcfrOkGAAAA4A5+HXRHRkbWOMabgS8l5agOGW48GveEJGn+zue17FKp+frju7w5JQAAALiYXwfdUVFRNY4pKCggiwmf8ZCpqyRpifkrL88EvqCspHyZKd5Sap4YN0lXXPrTbMuacQAAAFi3b98+DRw4UGPGjFFSUpLl+Llz55SZmakPP/xQubm5atOmjcaPH68uXbpU+3hJSUnatGmTDh48aNc8/Dro3r9/f40N0bKzsz00G9tRdu57uDEDAAAAGEdhYaFSUlJUVFRU6dyECRP0xRdfaOjQobrqqqu0du1aPfTQQ1q2bJk6depk9fE2btzocD8xvw66i4uLawyWqgrKKTuHN7QsCfP2FOBD7mwaK6m0pDwxbpIkKXPnLM2JTfPmtAAAAPzeggULdPjw4UrHv/zyS23evFkpKSl68MEHJUn9+/fXnXfeqZkzZ+qdd96pdE1ubq6mT5+ukJAQFRYW2j0Xvw66bVHV9mDZ2dlasWKFF2aEQDb1+OaaByFglHUpl2QpKZ8Tm6a/7ppWeuzGNH1fq/Tu7NxL5ecAAACo3oEDB7Rw4UI9+uijmjt3boVzGzZsUEhIiO69917Lsbp16+qee+5RRkaGfvzxR7Vs2bLCNdOmTVNUVJTi4uIcynYbPuhOT0+3etzT+3RLlJX7MsrLAQAAAP9XVFSkKVOmqHv37urdu3eloHvv3r1q1aqV6tatW+F4u3btJEl79uypEHRv2rRJmzZt0po1a7RkyRKH5mT4oLsqVWXA3cmZ7DoBO2A85ffhLt807YobS8vLH9k9TRmUmgMAANhs0aJFOnr0qBYsWKDffvut0vmTJ0/q+uuvr3S8rEm32Wy2HMvLy9MzzzyjESNGqH379g7PKWCD7qoy4O6UkpLicKBPOTwQOMpKyjNi05R8qdR8yqUtxQAAAAJBdna2cnJyrJ6LjIy0upPVoUOHNG/ePD399NOKioqyGnSfPXtWderUqXQ8PLx02V9+fr7l2IwZMxQREaFx48Y5+jIkBXDQ7Q3OBPrOBOyoGeXlAAAAgO9YvXq1MjMzrZ5LTEyssAWYJF28eFEpKSm66aabdM8999j9fEFBQZKk4OBgSdKnn36qDz74QMuXL1dYmHPNkAm6HUCpd+DqEtlG23IOeHsaMLjyTdPKMtz55izVufT5zJgETT5BUz4AAGBcgwYNUs+ePa2ei4yMrHRsyZIlOnjwoFauXKnc3FxJsmS68/PzlZubq4iICNWtW9dqLFeW4Y6IiNCvv/6qp59+WnfccYdat25tebyyzuW5ubmqVauWGjRoYNNrMUTQ7ekgmFLvwEXADW+pY4pX/qVgfMUNFdd5TzH1kCQ9Z97i4VkBAAC4R1RUlNUS8qpkZWWpsLBQAwcOrHRuyZIlWrJkidLT02UymayWrWdnZ0uSoqOjdeDAAeXk5Oj999/X+++/X2lsly5d1KxZM3322Wc2zc0QQXdBQYFHy4PdXerNPt6eR3k5fN3MmARLsD3sn9M0qtwab4JtAAAQ6CZNmqTTp09XOHb8+HFNmTJFd911l/r376+rr75au3bt0vr163X+/PkKZeN79+6VJF133XWqX7++li5dWuk55s+fr2+++UZLly61q+Tcr4Nua2UFnuDuJmyUrwMAAACA7ax1Fz98+LAkqXnz5urataskqXfv3lq7dq3WrFmj4cOHS5LOnTuntWvXqkOHDmrevLkkWcaX99Zbb1V5rjp+HXSfOnVKycnJllIAo/BGZ3UAvq38Gu5R5UrNn45L1Szz596aFgAAgF+Jj49XfHy8Zs2aJbPZrN///vdas2aNTpw4oVmzZrnlOf066C4uLlZGRkaVpd6+mDGmdNw3UV7uXmlNe2ja8S3enoahPB2XWvr/O2dIlz4n+AYAAKjZyy+/rIyMDK1bt075+fm69tprtWTJEsXGxrrl+fw66K6Jp9d628IXbwQAAAAAgNG0bt1aBw8erHS8Xr16Sk1NVWpqql2Pl5GR4VB8aYigOzw83Gq22xfLzikdh73mRidIksad9N8toshyu0b5LuWWrHZcamm2W1LMjWlK9uOfEwAAACMKKikpKfH2JBzVq1cvbdq0qcrz3s4qU0ruP2y5Y1U7tJkHZgLYL+PSjZkxu6dZ9vKG98yOKf1+PM5e6gAAOKzowk/enoLLGCLTXRVvZ5W9HfQDAAAAALzL0JluwJXIdMMflHU1f++6qRpyaot3JwMAAOAgMt0+LJCyy5Svu46vNdwDHPXedVMlSf3/PV0yxWui6VZJ0gvmL7w5LQAAgIBluKDbFzuWu0sg3WAAAAAAAH/k1+XlCQkJ6tChQ4Vj2dnZWrFihXcmBEOjvBz+Jt+cpedjSzPfT9FBHgAA+BHKy31ESEhIpay2ta3DbEHWOLAFSnUEAsdE0616Pnaqntg1XZIU1jFNecHFkvS/7cYAAADgdn4ddFtT1Z7dNfF0hpwgHwAAAACMz3BBt6PbhKWkpDicJXeEu4J8gnkA0v8ap4V1TJMkPfbtNL1zqckaAAAAPMev13T785Zh7gqOWdPuPqzphj+aZOouSbr+fJDu/ndpqXkdU7w3pwQAAFAj1nTDaY5m5Gvi6Yy9UbCmGwAAADCOhQsX6vXXX9eXX35Z6Vxubq7mzJmjLVu26PTp02rVqpUeeeQR3XHHHRXGXbhwQYsWLdL69etlNpt1xRVX6NZbb9WECRMUHR1t81wIur2IUnAA7lahadqlDHe+OUtPxE2RJNVSkF5iD28AAGAgn3/+uV555RU1aNCg0rkLFy7ogQce0Pfff68hQ4aoVatWev/99zVx4kTl5+dr4MCBlrFpaWl699131adPH40YMUJHjx7VihUrtGPHDr3zzjtq2LChTfMh6PaiQNpTHIDveCJuip7f+Zwk6YXYtArnki4F5q+Yszw+LwAAAGeUlJRoxYoVmjlzpgoLC62O+fTTT3Xo0CFNmDBBjzzyiCRp4MCB6tevn1566SUNGDBAwcHB+te//qV3331XI0aM0OTJky3Xd+nSRaNGjdLrr7+ucePG2TQvvw+6/TlbnJ2dLcm/X4NRcPMDAAAA8G+DBg3SP//5TyUkJCg7O1snT56sNObo0aOSpG7dulmOhYaGqmvXrlq5cqVOnTqlyMhIbd++XZI0YMCACtfHx8erfv362rVrl83z8uugOzIy0q+zxWXrr/Py8tSoUSNvTwdAgKilIEuGe+KuaUot11jNHzLcj19qDjeb/cYBAEA5J06cUHp6uu6++24NHz7c6phWrVpJkn788Ue1a9fOcvzIkSMKDQ21lKQPHTpU8fHxatmyZYXrCwoKdO7cOdWubXso7ddB96lTp7w9Bae4q5kaAFSn/BruVFO88i8F2ss6pCm7VumGFk8d3+KNqdmEYBsAAFjz6aefKjQ0tNoxPXv2VLdu3TR79mzVr19fLVu21IYNG7R161Y98sgjlusjIiLUtm3bStevXLlSRUVFiouLs3lefh10FxcXKyoqytvT8AhK0N3LX6slAAAAACPKzs5WTk6O1XORkZFW48CaAm5Jql27thITE/XYY49p1KhRluN9+/bV+PHjq712z549mjt3rho2bKjBgwfX+FyW57R5pJ/z96CVEnQA7rKsQ2mp+YP/mMYe3gAAwCesXr1amZmZVs8lJiYqKSnJocfdunWrxowZo0aNGik1NVUxMTH66quvtGrVKknSnDlzFBwcXOm6AwcOaNSoUSosLNTLL79sV2zm90F3eHi4TftSZ2dna8WKFR6YEQBXmtE0QanHN3t7GoZTvkt5WUl5nXKl5n+Nm6JX/WB9N9xjjKmbFpi3ensaAIAANmjQIPXs2dPqucjISIcf95VXXlGtWrW0YsUKtWjRQpJ02223qWnTpnrhhRfUq1cv9e7du8I1O3bs0NixY3X27Fmlp6ere/fudj2n3wfdtq6LtiUwt5W/Z81RGeXlAAAAgO+Iiopyy1LigwcPqmPHjpaAu8yAAQP0wgsvaNu2bRWC7i1btmjcuHEqLi7WnDlz1KdPH7uf0++DblvZmhG3BaXegOeQ5XaP8l3KyzdN+2vcFEnSnJ3P6VVKzQOWv2W5p5h66DnzFm9PAwDgB8LCwlRcXFzpeElJSYX/l6Rt27YpMTFRtWvXVmZmpm699VaHnjNggm46hQOexZtg/1RWUv5quVLzOqZ4/eVSAE7JOXwRf2sAALa65ZZb9PHHH+vQoUO65pprLMfXrFkjSercubMkKScnR+PHj1dQUJAWL16sm266yeHn9Oug25la/qpQOh6YfLm8fNXvekiSBp/aYtP4CabSO3AvltsWyht4E+z/ypqq5ZuzNOfSvt4AAAD+bMKECdq2bZuGDx+uoUOHKjo6Wjt27NCGDRvUrVs3S2n54sWL9csvv6hbt24ym81at25dhcdp3Lix4uNtqwr066A7KirK5UGyOxquEcgDAAAAgPddeeWVeuutt/TSSy/pzTff1JkzZ2QymZSUlKTRo0dbOpd//fXXkkq7nW/dWnnZ1Q033GBz0B1UUr5o3c+UrdF2ZZbSHQEyndONoXZoM29PAfCospLymJLa+uuuaZLElmIAAMAjii785O0puAxBtweQ6fZ9tvwM2RN0jzB1lSQtNX/l8JwAX5RvzlJWu8mSpF55X3p5NgAAwKiMFHT7dXm5v/BGEzcCfQAAAADwPr/PdO/fv19t27b19lR8DiXtrkd5OSBtanSL4vfOlESpOQAAcB8jZbr9Pujeu3evNm3a5O2p+Bwy3fZxdXk5EAjyzVn6pN0U3ZnHNmIAAMC1jBR0+3V5eXh4uM6fP+/tafgEgmwAAAAA8D1+nemWpF69emnTpk0BH3RSTu5+ZLqBitY3itdte5+zlJlPNN2qF7y8PzwAADAGMt0+qKCgwOe7mLtTSkqKpZs77OePPzt0SIe33ZmXJZnilW8uLS9/NO4JL88IAADA9/h90H3mzBklJycrOzu72nGBngkHAAAAAHie3wfdJSUlysjIqDHLG+iZcBgPGW74gommWy0Z7vk7n1fHG9MkSeNOblZGdIIkKfnkZq/NzxZpTXto2vEt3p4GAAAwKL8PukNDQyWVNlWrLvCuKRN+OVdlxvPy8tSoUSOnHwfuxQ0ZwDHl13B3vDFND++eJkn6d9xkJZt9O9guQ8ANAADcye+D7rCwMElSenp6tePsXe/sqsw4Ze0AAAAAELj8Pui2VU2Z8Mt5KzMOAP5q3MnN+nfcZEnS3J0zVXip7HyZeZs3p4VqPGy6RYvNX3p7GgAAGJphtgxzNXuDaLbsMj62DAOqlxGdYFm//aCpi+bvfF6SLFuKAQAA2MoVW4bt27dPAwcO1JgxY5SUlGQ5fu7cOWVmZurDDz9Ubm6u2rRpo/Hjx6tLly6VHmPNmjX6+9//rmPHjikmJkb333+/hg0bZtc8AibTba+aytUvx5Zd/o013QAAAIBxFBYWKiUlRUVFRZXOTZgwQV988YWGDh2qq666SmvXrtVDDz2kZcuWqVOnTpZxS5cu1cyZM9WzZ0/dd9992r59u6ZNm6bTp0/r0UcftXkuBN0OoJQcACor36V8mXmbll3KcOebs/R87FRJ0lM0LQMAAB6wYMECHT58uNLxL7/8Ups3b1ZKSooefPBBSVL//v115513aubMmXrnnXckSadPn9bcuXP1xz/+Ua+++qqCgoI0ZMgQJScna8GCBRo0aJAaN25s01wIuh3A9mMAYLvnY6fqiV3TJUnBsWmaevx/wflzTUu3FZty3D86nQMAAN934MABLVy4UI8++qjmzp1b4dyGDRsUEhKie++913Ksbt26uueee5SRkaEff/xRLVu21GeffaZz585p6NChCgoKsowdPny4Nm7cqE8//bTCY1THcEG3J7LQ9jZZs4ZsuW/hJgoAAADg/4qKijRlyhR1795dvXv3rhR07927V61atVLdunUrHG/Xrp0kac+ePWrZsqX27NkjSWrfvn2V4wIm6I6MjKzw357IQrti/Tb7dwMIFE8d36Lg2DRJ0l93TdPUco3VyHADAABXWrRokY4ePaoFCxbot99+q3T+5MmTuv766ysdj4qKkiSZzWZJpYnW8PBwNWzYsMK4sLAwNWzY0DLOFn4fdJ86dapCAOyKLHRN7G2yBgCBrqykfKopXvnmLEmlXc2nXyovn0rwDbjE7JjS36nHT/A7BcC/ZWdnKycnx+q5yMhIS5Bc3qFDhzRv3jw9/fTTioqKshp0nz17VnXq1Kl0PDw8XJKUn59vGVd27HJhYWGWcbbw+6C7uLi4Qmbb2Qw0Zd+BifJyAAAAwHesXr1amZmZVs8lJiZW2AJMki5evKiUlBTddNNNuueee+x+vrJ128HBwZKkkpKSCmu5Lx9bNs4Wfh90Xy48PNypwNtb+20T7AMIFHXKdTV/77qpXp4NYCxkuAEYxaBBg9SzZ0+r5y5fYixJS5Ys0cGDB7Vy5Url5uZKkiXTnZ+fr9zcXEVERKhu3bpW466yzHVERIQkVTlOKl3SXK9ePZtfi+GCbmdLv72137a3gn0A8ITyXcrLSsrfu26q+v+7tKu5yq3zhu2eatpDz7ANGwDAgKKioqyWkFclKytLhYWFGjhwYKVzS5Ys0ZIlS5Seni6TyWS1bL1smXJ0dLQkyWQyKT8/X2fOnLEE4pJ0/vx5/fLLL5ZxtjBc0O0sb63X9lawj1KUlwMAAAD+a9KkSTp9+nSFY8ePH9eUKVN01113qX///rr66qu1a9curV+/XufPn1dYWJhl7N69eyVJ1113naT/dSnfu3evbr755krjrDVjqwpBtxtRMg4Apcp3Ka/QNK1cqfkzcamSpJnmzz06N39GlhsAgFKXb+0lSYcPH5YkNW/eXF27dpUk9e7dW2vXrtWaNWs0fPhwSdK5c+e0du1adejQQc2bN5ck9ejRQ3Xq1NEbb7xRIehevny56tSpoz/+8Y82z83QQbe3g15KxoHqTW+aQNdqSJKeiUvVUztnSJJm0tXcp6U27aEZBPsAAD8VHx+v+Ph4zZo1S2azWb///e+1Zs0anThxQrNmzbKMa9CggcaOHasXXnhBSUlJuvXWW7V161Z99NFHevzxxyttJVYdQwfdntizuzqUjPsPysu9g4AKZWaaP9fMclnvzI5pbn2+MaZuWmDe6tbnMCoCbgCAv3v55ZeVkZGhdevWKT8/X9dee62WLFmi2NjYCuNGjx6tOnXqaPny5dqyZYuuvPJKPf300xoyZIhdz+f3QXdhYWGVga2r9+z2duYcAAAAAGCb1q1b6+DBg5WO16tXT6mpqUpNTa3xMYYPH24pQ3dUUElJSYlTj+BlvXr10qZNm6yec3WQTLl4YKsd2szbUwAMraykPLxESvx2miTp5Y5pmswWSAAABJyiCz95ewouY+ig29VcHcTn5eWpUaNGLns8OM6W8nKCbsBzZsaUBuCPfTvNsq83AAAIHEYKuv2+vNyTXL2dGOXqAAAAAGBsZLoBG5HpBrwj35yl1LgnJUkvmL/w8mwAAIAnkOkOIGSjAwPdywHflRr3pGbsfFaSdFWHNP0lu/Ia79ciEzQyh7XfAADA9xgq6HZHgOzO5mkE9AAAAABgbIYqL09OTnZ5xtKdgTHd0P0L5eWA97waVdpYbeQ/aKwGzxlr6qZ57OcOAF5hpPJygm4vItPtO+hejkD1uKm7Zps/9/Y07JJvzpJUWnZetsZ7etMETT1OeTkAAEZhpKDb78vLCwsLlZycLKk0c+zLCLIBAAAAILAYPtPtS4Eu5eT+jUw34Bsmmm6VJM3Y+Syl5gAAGJSRMt2GCrqtBdi+FOj60g0AVER5OeCfykrNZ8ZO1TPHt3h3MnCb8ZdutLzElnEAEDCMFHT7fXl5eenp6ZWOlZWe24sAGQAAAAD81759+zRw4ECNGTNGSUlJluO5ubmaM2eOtmzZotOnT6tVq1Z65JFHdMcdd1S4Pj8/X/PmzdOHH36onJwctW7dWqNGjVKfPn3smoehgm5rwsPDHQq8XZUhJ3gHAOe9Fnmpe3nOZk1vWvr51OObNTN2qiRp8q7pColNkySl0lDNcMhwAwDsVVhYqJSUFBUVFVU4fuHCBT3wwAP6/vvvNWTIELVq1Urvv/++Jk6cqPz8fA0cOFCSVFJSovHjx2vr1q0aNGiQrr76av2///f/lJycrNOnT2vw4ME2z8VQ5eWu5Kpg2ZfK2+EcyssB3zWjaYIm7pomSazzBgDAAJwtL3/llVe0cOFCFRYWKjEx0ZLp3rhxo5KTkzVhwgQ98sgjkkoD8X79+unMmTPKyspScHCwtm7dqoceekh//etf9fDDD0uSiouLde+99+qnn35SVlaWate2LYdt+Ey3o6yVqjsiJSXF4RJ3eI4/bTUHAAAAoGoHDhzQwoUL9eijj2ru3LkVzh09elSS1K1bN8ux0NBQde3aVStXrtSpU6cUGRmpvLw8tWnTRn/+858t44KDg3XTTTfp3//+t7Kzs2UymWyaD0G3DSgRB1znhZgETTxB+S9cK/X4ZqVeynDnm7P0csfSUvPJ/KwBABBQioqKNGXKFHXv3l29e/euFHS3atVKkvTjjz+qXbt2luNHjhxRaGioGjRoIEnq16+f+vXrV+nx9+/fr7CwMDVq1MjmORF026CgoIBMKOAiBNxwt5c7pumxb0tLzQtj0zTVyhrvZ5r20FN0OwcAwHAWLVqko0ePasGCBfrtt98qne/Zs6e6deum2bNnq379+mrZsqU2bNigrVu36pFHHlFoaGilawoKCvTjjz9qxYoV2rZtm8aOHas6derYPCdDBd3uykhnZ2e7/DHJnvsWbqoAAAAAviM7O1s5OTlWz0VGRioqKqrS8UOHDmnevHl6+umnFRUVZTXorl27thITE/XYY49p1KhRluN9+/bV+PHjrT7fokWL9Oqrr0qSbrzxRt1///12vRa/D7ojIyMtn7srI+2Oddl5eXl2lSQAAGwz+cRmFV7qZP7XXdM01UpjNbLcAAD4ttWrVyszM9PqufKN0cpcvHhRKSkpuummm3TPPfdU+bhbt27VmDFj1KhRI6WmpiomJkZfffWVVq1aJUmaM2eOgoODK1zTtWtX/eEPf9ChQ4e0ePFiDRgwQKtWrbIa+Fvj90F3VFSUJWvsjoy05LqmaoCRTW+aYLWMF/CGsp/FqaZ45ZuzJFXsaj7OFK+5l44DAADfM2jQIPXs2dPqufKJ1zJLlizRwYMHtXLlSuXm5kqSJdOdn5+v3NxcRURE6JVXXlGtWrW0YsUKtWjRQpJ02223qWnTpnrhhRfUq1cv9e7du8Jjx8XFSZL+7//+T+3atdPo0aO1dOlSTZo0yabX4vdBt/S/DLe92WhKvFGG8nIAAADAd0RFRdmcSZakrKwsFRYWWvbZLm/JkiVasmSJ0tPTdfDgQXXs2NEScJcZMGCAXnjhBW3btq1S0F1e9+7ddcUVV2j//v02z80QQXeZ8PBwuwJva3toE4gDjiHLDV9Vp1xXc8vnKvbmlAAAgItNmjRJp0+frnDs+PHjmjJliu666y71799fV199tcLCwlRcXPl9QElJSYX/f+655/Txxx/rk08+qdBcrbCwUAUFBQoPD7d5boYKuu0tA7e2VttaIA4A8H91ypWav3FDmhZ7eT4AAMB12rdvX+nY4cOHJUnNmzdX165dJUm33HKLPv74Yx06dEjXXHONZeyaNWskSZ07d5YkXXnllTpx4oTefvttDRkyxDJu+fLlKiwsVEJCgs1zM1TQbS9rQbqrG6ZVh6y676C8HAAAADC+CRMmaNu2bRo+fLiGDh2q6Oho7dixQxs2bFC3bt0speWDBw/WunXr9Oyzz+rw4cO6+uqrtWvXLq1fv15dunTRgAEDbH7OgA66rbG3RN0ZdDAHgMrGmLppgXmrU4/xTNMekkq7lI8rV1L+xg2lXc3v++c0PWylqzkAADC2K6+8Um+99ZZeeuklvfnmmzpz5oxMJpOSkpI0evRoS+fy0NBQvfbaa8rIyNBHH32kX375pcK42rVtD6WDSsqK1v1UWYBMphLu9kTLIXrR/IW3pwHARcpKzRfcmKbkk/QkAADAlxRd+MnbU3AZwwTd4eHhflWqTZbbt9hy06Z2aDMPzATwX2lNe2iaH+1/nRFduhZrzO5pFbYTu1zqpaz5DD96bQAA+DsjBd2GKS8v2zbMX7CeGwAAAACMz++D7vDwcB05csSuPdx8gb2d1gHA1/lTlluSpaQ8+VJX85mxUyVJz1z2OvKD2F4MAAA4zu/LyyWpd+/e+t3vfmeIPbcpO/cOysuBwPZU0x6avGu6JFVbag4AADyD8nIfU1xcbDXT7W8l55J/3igAAAAAAFhniEx3r169FBsbWylYzc7OrpT9BhxFphsIDPnmrArZ7rGmbpKkeU5uYwYAAGxHptsHWVsjbet+22SX4W8VEQDcp86lNd5ln0eWGOafSgAA4AWGficRHh5uU+BdVUacYBwAAAAA4AzDlJdv2rTJ4eurCq4pT0d5ZeXlo023SJIWmb/05nQAeEC+OUtrry/taj785y3enQwAAAHESOXlBN3VcEemm+7kvonu5UDgSm3aQ/lBxXrB/IWk0jXcZSXlVxdK9/yLruYAAHiakYJuQ5eXO8sde2lTsg4AAAAAgcMQme5hw4ZRBg6388dMd2rTHpKkGce3eHUegBHkm7M0JzZNkjT1+GY9c+n36yl+vwAAcDky3T7G2h7dVfGlTDOl5r7DqN3LCbYB15kTm6a/7pomSZpqiifYBgDAx+3bt08DBw7UmDFjlJSUZDmek5OjF198UVlZWfrll18UHR2tfv36aezYsQoNDbWMu3DhghYtWqT169fLbDbriiuu0K233qoJEyYoOjra5nkYIui2R0FBgc8EWL50AwAAAAAAjKKwsFApKSkqKiqqcLygoEAPPPCAjh07pqFDh+r3v/+9du7cqfnz5+vgwYOaP3++ZWxaWpreffdd9enTRyNGjNDRo0e1YsUK7dixQ++8844aNmxo01wMEXTv37/f5j25s7Oz3TybigisjWPV73po8Kkt3p4GAC+Zenyzpl5qppZvzlJaXKokabb5c29OCwAAWLFgwQIdPny40vE33nhDhw8f1vz589WzZ09J0pAhQ2QymbRo0SJt375dnTt31r/+9S+9++67GjFihCZPnmy5vkuXLho1apRef/11jRs3zqa5GCLoLi4utjl7nZKSYnOA7gpsO2YcBNxAYHumaQ9LSXlaXKqm7ZwhSZpNV3MAAHzKgQMHtHDhQj366KOaO3duhXPbt29Xo0aNLAF3mb59+2rRokXatWuXOnfurO3bt0uSBgwYUGFcfHy86tevr127dtk8H0ME3fZwR0fy6ng6yIdjfGXJAQAAAADHFRUVacqUKerevbt69+5dKeieOXOm8vLyKl2Xm5srSapduzREHjp0qOLj49WyZcsK4woKCnTu3DnLOFsEXNDtadUF+ZSeA4D/KN84bbb5c0uGO9+cpdS4JyVJESXBeoYGawAAeM2iRYt09OhRLViwQL/99lul802aNFGTJk0qHX/99dclSXFxcZKkiIgItW3bttK4lStXqqioyDLOFgEZdPtKsEvpOQD4v9S4JzVj57OSpDqUmgMA4BLZ2dnKycmxei4yMtLqDlaHDh3SvHnz9PTTTysqKspq0G3Nm2++qc2bN6tTp06KjY2tctyePXs0d+5cNWzYUIMHD7bthcggQXdkZKRd432lgzml577DF34eAAAAAJRavXq1MjMzrZ5LTEyssAWYJF28eFEpKSm66aabdM8999j8PO+9956mTZumyMhIzZo1q8pxBw4c0KhRo1RYWKiXX37Zrq2fDRF0nzp1yq7g1dMdzC/nK5l2AIDzIkqCLRnufHOWFt+YJkkad3KzN6cFAIBfGzRoUKVmZ2WsJV2XLFmigwcPauXKlZb12WWZ7vz8fOXm5ioiIqLCPtzLli3TzJkz1bBhQy1ZskQmk8nq8+3YsUNjx47V2bNnlZ6eru7du9v1WoJKSkpK7LrCB/Xq1UubNm2yeby3g17Kyv1T7dBmHnme8h2SAXvMjknQ4ycI9LxpbnSCHt49TRKl5gAAOKPowk92jR8+fLi++eabasekp6fr7rvvliS9/PLLmjdvniIjI7Vs2TJdffXVVq/ZsmWLxo0bp+LiYj3//PPq06ePXfOSDJLptpenO5hfjrJy30N5OQAAAOC/Jk2apNOnT1c4dvz4cU2ZMkV33XWX+vfvbwms58+fr3nz5qlFixZ67bXX1Lx5c6uPuW3bNiUmJqp27drKzMzUrbfe6tDcAjLo9jZbgn5vZ+PhPWS54Siy3N437uRmjStXar7gUql5MqXmAAC4Vfv27SsdO3z4sCSpefPm6tq1qyTpyy+/1Msvv6zmzZtrxYoVVhuySVJOTo7Gjx+voKAgLV68WDfddJPDcwvooNuXA1tK0AHAvy24MU1jLpWaJ5viNbDpTWoaFC5JmmvO8ubUAAAIWLNnz1ZJSYkSEhK0bdu2SuevueYatW3bVosXL9Yvv/yibt26yWw2a926dRXGNW7cWPHxti0lM0TQbW/38jK+0sXcGkrQPctXfw4AAAAAuMbp06e1f/9+Sf/bl/tyDz/8sNq2bauvv/5akrR161Zt3bq10rgbbrjB5qDbEI3UevfubXXj8pp4Opvsy5n1QGdL0O2pRmoAjCffnKW/xk1R8KX/foVMN3zcRFPpusUXzF94eSYAApW9jdR8mSGCbnu7l5fxdBBMybh/I+gGYK+BTUvXf0UFhWvOzueUFpcqSZpt/tyb0wIAwOcRdPsYR4NuT7M1yM/Ly7Nrs3U4j0w3AHcoa6pWIilcwZq2c4YkthMDAKAmRgq6DbGm21/YulUZZegAAAAAYAxkugEbkekG4Cr55ixtaz9JktQz9ysvzwYAAN9jpEy3IYLuhIQEdejQwdvT8HmUrVeN8nIAnvRZ467qsmeWJErNAQCwxkhBtyHKy0NCQtjyyQaUrQMAAACAZxki0015OTyBTDcAd6DUHACAyoyU6TZE0N21a1fdfPPN3p6Gz6O8vGqUlwPwFkrNAQCozEhBtyHKy0tKSigvtwHl5QAAAADgWYbIdHfv3l2ff/65t6cBgyPTDcDd8s1ZeiYuVZI00/y/f9dmNE1Q6vHN3poWAAAeR6bbx4SFhVV73tcyvJR5+x4qJYxhrKmbJGmeeauXZwI45pm4VD21c4YkaWa5UnMCbgAA/Jchgu6aFBQU+FRQ5Ws3AQAAAADAaPbt26eBAwdqzJgxSkpKshzPzc3VnDlztGXLFp0+fVqtWrXSI488ojvuuKPC9RcuXNCrr76qdevWKS8vT1dddZUeeOAB9e/f3655GCLoPnPmjJKTk6s8n52d7cHZ1Cw9Pd3bUwAMiQw3/N1M8+eWDHe+OcvSWG2KqYeeM2/x4swAAPAvhYWFSklJUVFRUYXjFy5c0AMPPKDvv/9eQ4YMUatWrfT+++9r4sSJys/P18CBAyWV9g1LSkrSli1bFB8fr4SEBP373//WpEmT9N///lePPfaYzXMxRNBd0z7d1QXkNSErHRh8qRICAKTSTub55ixJ0szYqV6eDQAA/mXBggU6fPhwpeOffvqpDh06pAkTJuiRRx6RJA0cOFD9+vXTSy+9pAEDBig4OFiffPKJtmzZon79+mn27NkKCgqSJMXExGjhwoX605/+pGuuucamuRgi6K5pTXd4eLjDgXd2drZWrFhh93UE6wAAAADgeQcOHNDChQv16KOPau7cuRXOHT16VJLUrVs3y7HQ0FB17dpVK1eu1KlTpxQZGanNm0v7qTz22GOWgFuSRo0apfnz5+vdd9/VpEmTbJqPIYLumjhTzp2SkuJQwE6zNPiTx03dJUmzzewCMNnUvULXaMCTyncpn2LqYclwT941Xc+whzcAADUqKirSlClT1L17d/Xu3btS0N2qVStJ0o8//qh27dpZjh85ckShoaFq0KCBJOnEiROqW7eumjdvXuH6iIgINW7cWPv377d5TgERdDuD9dcIBATb/0PADW8q36W8/BruZ8qVmj8Z96ReNH/h6akBAOAXFi1apKNHj2rBggX67bffKp3v2bOnunXrptmzZ6t+/fpq2bKlNmzYoK1bt+qRRx5RaGioJKlu3bo6f/68CgsLFRISYrm+uLhYv/32m3JycmyeE0F3OZSEBy7WdAMAAAC+Izs7u8rANjIyUlFRUZWOHzp0SPPmzdPTTz+tqKgoq0F37dq1lZiYqMcee0yjRo2yHO/bt6/Gjx9v+e8OHTro008/1SeffKI+ffpYjn/22WcqLCzU+fPnbX4thgi6a+pebitH1287iiAfAGCrJ+OelCQ9u/NZFcZNkSRFldTWVPbwBgAY0OrVq5WZmWn1XGJiYoUtwCTp4sWLSklJ0U033aR77rmnysfdunWrxowZo0aNGik1NVUxMTH66quvtGrVKknSnDlzFBwcrHvuuUfLli3T008/rQsXLig2NlZ79+7VtGnT1KBBA9WqVcvm12KIoLum7uW2ckXgbg9f2z8cAOC7ykrKC+Om6Pmdz0mSpsfR1RwAYEyDBg1Sz549rZ6LjIysdGzJkiU6ePCgVq5cqdzcXEmyZLrz8/OVm5uriIgIvfLKK6pVq5ZWrFihFi1aSJJuu+02NW3aVC+88IJ69eql3r17q1GjRlqyZInGjx9vaZhWr149TZw4UevWrbPrtRgi6K6pe7mtnOly7oiy/cPJeHsfNz8AAAAA3xEVFWW1hLwqWVlZKiwstOyzXd6SJUu0ZMkSpaen6+DBg+rYsaMl4C4zYMAAvfDCC9q2bZt69+4tSWrTpo0+/PBDHTx4UPn5+br22mtVt25dzZs3T507d7Z5boYIul3F003Tyjqj0+kcQKB6qmkPSdIzx7d4dR7+JKqktiXDPXXndD1HV3MAADRp0iSdPn26wrHjx49rypQpuuuuu9S/f39dffXVCgsLU3FxcaXrS0pKKvz/999/rx07dqhv375q06aNZdwPP/ygn3/+WbGxsTbPjaDbi+iMDiDQEWzbr/wa7ufKdTWfE5vG+m4AQMBq3759pWOHDx+WJDVv3lxdu3aVJN1yyy36+OOPdejQIV1zzTWWsWvWrJEkSwb72LFjSktLU0hIiO6++25JpZ3LMzIy1KBBA9155502z42g28dQau4dlJcDAAAAxjdhwgRt27ZNw4cP19ChQxUdHa0dO3Zow4YN6tatm6W0vEuXLmrfvr1mzJiho0ePKiYmRh9//LG++uorzZkzRxERETY/Z0AE3f4UyFJqDgCwx5zYNEnSX3dN01RTvJ65VLL/FFUEAABUcuWVV+qtt97SSy+9pDfffFNnzpyRyWRSUlKSRo8ereDgYEmlzboXLlyoF198UW+99ZbOnTunNm3aaPHixYqPt29pV1BJWdG6H+vatatuvvnmKs97eiswGFPt0GbengIAVCvfnKU6l9Z4z4xJ0OQTlJsDAPxT0YWfvD0FlzFEprumLcNc2ZHcn7LmsB3l5QAAAADcwRBBd01bhrlyKzBvZc0J9gEA1XmmaQ/VKddY7aP2T3p5RgAAQDJIeXmvXr20adMmjzyXt4JfSuS9j/JyAL5uZkyCrr1wUZLUe8+zllJzAAD8jZHKywm6/QSZbveypbw80IPuudEJkqRxJ1kjCviLsqx3WlyqZps/9/JsAACwnZGCbkOUl7sLgS4AAAAAwBmGCrpdHSRT0g38DxluwP+kxaVKkqbtnKGI2KmS2EoMAABPM1TQXVBQ4NIu1CkpKS7tfH459uT2HXQvB2BEZSXlEbFT9cSu6ZKk83FT9Zx5ixdnBQBAYDFU0O1q6enpbn18ytcBAAAAwNgM0Uht2LBhatGihY4cOUI5ONwm0BupAfBvU0w9JElTd07X3I5pkqRJJ1g2AgDwTTRS8zFRUVEqKChQVFSUTeN9LcNMmbn3UV4OwOjKSsobdEzTuG+nSZImmeKV1rSHJGkaa70BAHALQwTd9nL12m9n+dpNAAAAAACAaxiivLys2Vl4eLhNwStdyeEIyssB2z1sukWLzV96exqoQb45S8/T1RwA4IOMVF5uqKDb1uy1L2WWKS33Dbb87BB0AzCKspLyWpKlq3kdU7z3JgQAwGWcDboXLlyo119/XV9+WX0S4OzZs+rXr5+aNWum5cuXVznu9OnT+tOf/qTExEQNGTLErrkEZHm5u7uS28OXbgAAAAAAgL/7/PPP9corr6hBgwY1jp09e7Z++uknNWtWdYLtwoULSkpK0s8//+zQfAIy6PYlvnQDACjvpegEjT9JZ2PAiMo3TXvqUoY735yllLgnJUkRJcGaQbk5AMDPlJSUaMWKFZo5c6YKCwtrHL99+3atXr1aISEhVY756aeflJycrH/+858Oz8vQQbe3ssiUjPsfX2qs5yt8JeAeYeqqpeavvD0NwPBS4p5U+s5nJVFqDgDwT4MGDdI///lPJSQkKDs7WydPnqxy7Llz55SamqrBgwdr06ZNVsds2rRJjz/+uGrXrq0HHnhAf//73x2alyGC7vDwcB05cqTScW91KadkHAAAAAA868SJE0pPT9fdd9+t4cOHVzv2hRdeUFFRkSZOnFhl0H3o0CElJCToiSee0NGjRwM76E5PT1fv3r0tDdXKZGdnu+TxCaIB7yHL7VljTN0kSQvMW708E3haREmwJcOdb86yfD69aYKmHveNyhcAAKrz6aefKjQ0tMZxO3fu1MqVK7VgwQJFRERUOW706NGWxzt69KjD8zJE0C1JxcXFlbLalwfhjvK1fb0BwF0ItgNX+TXcdUzxyjdnSZLS4lK9NCMAQCDLzs5WTk6O1XORkZGKioqqdNyWgDs/P19TpkxRv3791L1792rH2vJ4tjBM0G1NeHi4SwJvV2XML0cG3XdwUwUAAADwHatXr1ZmZqbVc4mJiUpKSnLocTMyMnTmzBlNmTLFmenZxdBBt6s6g6ekpLgsa14eDdcAAL5oetMES4Z72s4Zmk1jNQCAhw0aNEg9e/a0ei4yMtKhx/z222+1fPlyTZ06VcXFxcrNzZVU2vW8sLBQubm5CgsLU7169RyetzWGDrpdhW29AACBpPwa7tnlSs3ndUzTxBOs7wYAuF9UVJTVEnJnfPnllyouLtYzzzyjZ555psK5U6dOqUuXLvrzn/+smTNnuvR5Cbp9EGXnnkd5OQAAAGBs/fv3V2xsbKXj48ePV0xMjCZPnuzyQF8KsKDbX4JZys4BAL5kXsc0SdLYb6dpoile86MSJEmPZpP1BgD4j+bNm6t58+aVjoeEhKhBgwbq2rWrW57XMEH3mTNnalx3nZ2drRUrVnhoRgAAe6Q27SGpYhdt+IaykvKJl0rNn6GjOQAANjNM0B0SElJjibC9zdD8JTMO51FeDgAAAMAdgkpKSkq8PQlX6NWrlzZt2lTtGHuDaHdkxgnkfZMtQXft0GYemAkA+K75UQn6b+1iPbVzhiQpPXaqplGZAABwg6ILP3l7Ci4TUEG3vdwRIFPi7r8IugGgVNqlpQApu6arDtuJAQDcwEhBt2HKy93BHVuFuWvPbziH8nIAAAAA7kDQDQAA7FJWUj6t3B7eyXEpuqjS4rnF5i/1kKm0A+wS81demSMAAL7C0EG3L66fprwcAGAkyXEpkqSMnel644bSrcUWi2AbAIAyhg66CwoKfK5s2B3l5ezr7Txf+zkBAH9Rlt1+44Y03ffPaZKkh1nnDQCAhWGC7sLCwkrBbHZ2tpdmUzV3rRP3tYw+AAAAAMDg3cuTk5PJYMJlnO1ePjc6QeNObnbRbADAd+Wbsyxl5wvMW708GwCAP6J7uZ8IDw/3eqdwSr/9gyduzhBwAzAiaw3TkuNSlLGztLJrAaXmAIAAZ+ig2x2l3Pai9BsAAAAAApehy8sBV3K2vBwAAlG+OUt1LmW7pzdN0NTjlat+MqMTlEg1EACgHMrLAxAZa2Nj7T/w/9u78/iYzv0P4J/JnkilUQmiFO0lSgmJtQmSKpHatxBiq7U3IZq6sQapEhIEEQ21lMa+V7mWaohdwk9bglqqIrKQKImscn5/aOYmMmEmmTPLmc/79bqvW+ecOc8zc2ZOzvd8v+d5iMRhWWIu72CXmQq3YcBNRERSJrmgW6zgWKz5tRnMExERERERqVd0dDQ2btyI06dPv3a77Oxs9OjRA7Vr18amTZtE6Yvkgm6x5uYWY35tQLxgnoiISBd8XctdnuEOiZ+HMA6sRkREIjtx4gRWrFgBGxubN24bFhaGBw8eoHZt8R4llUzQbWdnJ+r+xRqUTaxgnlTD8nIiInGUfIY7rESp+bKWwZia8nLddIdOmJ8cq43uERGRhAiCgJiYGISGhqKgoOCN2587dw7btm2DqampqP2STND9+PFjTJ48GWlpadruikoUBfMsOSciIiIiIlKNt7c3rly5And3d6SlpSE1NbXcbZ8/f46ZM2di0KBBog/ILZmgu6ioCEuXLlWYNda3IJYl50REJFXLWgYDACZdCsHUf0rNmeUmIiJ1SElJwYIFC9C3b1/4+vq+dtvFixejsLAQgYGBDLpVZWFhUSbw1rcgliXnmsfyciIizSguKZ9aotQ83DlY4VRiREREqjh27BjMzMzeuF18fDw2b96Mb7/9FtbW1qL3S3JBt6Jy7coGsPqWKSciIiIiItJnaWlpSE9PV7jOzs4O9vb2ZZYrE3Dn5ORg+vTp6NGjBzp27FjpfipDckG3Ioqy36pQd6acQTwRERmKyBrupebhnu7QCcDLkvJw55el5l8lhKCa08v//ncaM95ERARs27YNkZGRCtf5+fnB39+/QvtdunQpsrKyMH369Mp0TyUGEXRXduRxdZd761u5OxERUUWVDLiB0s9vF5eUV3MKxqj/CwEA/JtTihEREV4Oiubh4aFwXUVnrrp06RI2bdqEWbNmoaioCBkZGQBejnpeUFCAjIwMmJubo0qVKhXutyIGEXRXlrqnC+Mz27qHz3QTEREREekOe3t7hSXklXH69GkUFRVh7ty5mDt3bql1jx8/Rrt27dCnTx+EhoaqtV3JBN1iz9NdjKXhRERE6vXvtF/kGe6c5DhYOrhhZq1OAIB5D2O11zEiIpKU3r17w9nZuczygIAA1KxZE1OnTlV7oA9IKOgW48NRJDc3l1lR0glf13IHAI74S0SSYvnPqOYb/nnGm4iISF3q1KmDOnXqlFluamoKGxsbtG/fXpR2JRN0JyYmaqRkOy0tTdT9M5OuHbyRQkREREREYpBM0F1UVKSRwEns57EzMzNha2sr2v5JOpjhJiIpmlmrEzY4BWPEPwOrTeDAakREpOdkgiAI2u6EOnTp0gVHjhzRdjdIwkzMamu7C0REBicnOQ6L/5labCZvNhIRGYzC/Afa7oLaSCbTrUksAZcelpcTEREREZEYJBN0Z2VlaWwaLrHn2WZQT0SknACHDgCAiOSTWu4JiWWxczACE16Wmts5BWNcGrPdRESkXyRTXt6xY0ecOHFCI22JHRSLHdRTxbC8nIhIO6LtX87WMOz/QmDJZ7yJiAwCy8t1kLm5ucbaWrBggaj7F3uwNiqL5eVERERERCQGyQTd+oKl40RERKopLikf988c3gCwyHkWZj+M1WKviIiIlCPpoFsXA1yWjhOJJ7hWJwBACC/EiSRrkfMsAMB/Er7GI5fpAIAV/wTipJuGObQDAGxMPqvlnhARaYekg+7c3FydKxtm6bhu0rXvCVUMg20i6SvObj9ymY5F8fMBAGYuM7CYg+npLAbbRGToJBN0FxQUlAlm09LSKr1fXcyWExERERERkX6QzOjlXbp0wZEjR0otU0fAzHJwKsbRy8mQTHfohPnJsdruBtFrBf4zZdy8+G8w12UmACA0WTMzmRARkbikNHq5pINudRAj052ZmQlbW1u17pMqR5nycgbdRES6aapDR8yOnwcAnFKMiEgipBR0S6a8XCxiTA/GknUiIiIiIiLDwEw3kZKY6SYi0n05yXHybPdUh44sNyci0lPMdOsgOzs70dtghlq6OHo5EZE0WJaYy3tti2At94aIiLQlOjoaGzduxOnTp8usS01NRXh4OE6ePInCwkI0b94c/v7+aNGiRant8vPzsXLlSuzbtw+ZmZlo0KABhg8fjt69e6vUF8kE3Y8fPxZ9Ki6xB1VjUE9ERERERFQ5J06cwIoVK2BjY1NmXUZGBgYNGoSUlBQMGDAADRs2xOHDh+Hr64uVK1eiY8eOAABBEODv74/Y2Fi4ubnB3d0dv/32G4KCgnDv3j1MmjRJ6f6wvFwFYgfFHCldtxlaeXlYTXdMSflF290gIlLJVIeOePeFEQDg88shHFiNiEhPVaS8XBAExMTEIDQ0FAUFBahevXqZTPe8efOwadMmzJs3DwMGDAAAvHjxAiNGjEBSUhIOHz4MMzMzHDlyBP7+/ujRowfCwsIgk8kAABEREVi9ejX27t2Lhg0bKtUvBt06hJlu7eHo5URE0lRcam7p4IbZtToBAOY+jNVeh4iISCkVCboHDhyIK1euwN3dHWlpaUhNTS0TdHt4eAAAfv75Z3kgDQDHjx/HhAkTEB0djU6dOmHatGnYvXs3jh07hjp16si3y8rKgrOzM0aNGoWgoCCl+iWZ8nJNYnBMRERERESkW1JSUrBgwQL07dsXvr6+CrdJTU2Fq6trqYAbAOrWrQsAuHbtGjp16oSUlBRYWVmVCrgBwNraGtWqVUNiYqLS/ZJU0K2pYJhl4ERvFujQAYuTT2q7G0Rk4IrLy3OS4ziwGhGRxB07dgxmZmav3cbKygpZWVlllj958gQAkJ6eLt8uLy8PBQUFMDU1lW9XVFSEZ8+eybdThmSCbjs7O+Tm5mpkFOpp06aJNmhbZmYmbG1tRdk3lY+jl6sfA24i0gXFJeVrWwTj88shAAA/PudNRKTz0tLSyg1s7ezsYG9vX2b5mwJuAHBycsL58+eRnJwMBwcH+fLiR5Xz8vLk2x07dgxHjx6Fl5eXfLvjx4+joKBAvp0yJBN0K/rQxbJgwQLR9s3SdSIiIiIiMnTbtm1DZGSkwnV+fn7w9/ev0H7HjRuHU6dOYezYsZgxYwZq166Nw4cPY+/evTAxMYGJycsQuX///tiwYQPmzJmD/Px8ODs74+rVqwgJCYGNjQ2MjY2VblMyQbdUqBLQM0AnIiJ6vZKDpvmVKDXf+9EsXDQvAgAsYWUOEZHO8fb2lg969io7O7sK79fFxQVhYWGYO3cuRowYAQCoXbs2lixZgtGjR6Nq1aoAAFtbW6xduxYBAQHyAdOqVKmCwMBA7Nu3T6U2DTLolkqwymfLiYiIVLf3o1no/dvXGMwycyIinWVvby9aNXP37t3RuXNnJCYmwtzcHI6Ojrh79y4EQZAPqAYAjo6OOHToEG7cuIGcnBw0atQIVlZWiIqKQtu2bZVuzyCDbk09+y02MZ8tNzRS+D4QEREREdHrXbhwAQ8fPkSvXr3QokUL+fL4+HgAgLOzMwDgzp07uHjxIj777DM4OjrKt7t79y4ePXok304Zkgm6LSwscO7cOaWC0LS0NA30SD2kkpUnIiLSFRfNizDYwU0+h/e3LYIxOfUXLfeKiIg04eTJk1i7di1atGghz2pnZGRg7dq1aNeuHd5//30AQFJSEoKDg2Fqaoq+ffsCeDly+dKlS2FjY4OePXsq3aZMEARB/W9FO7p06SIfde519CmQZQm57jAxq63tLhARkRotreEOABh/OUQ+tRgREemGwvwHlXq9r68v7ty5g9OnT5danpSUhN69e8PW1hZDhgyBTCbDli1bkJmZiZiYGHzwwQcAgIKCAgwaNAh3797F8OHDUbNmTRw+fBhnzpxBeHg4unfvrnRfJJPpVoWYo4+rG0vINYPl5URERERE0vfuu+9i48aNWLx4MVauXAkTExO0atUKAQEBaNCggXw7U1NTREdHY8mSJdixYweeP38OR0dHrFmzBm5uqt2oNchMt7rpU+acFFMm6Gamm4hIuopLzS0d3BD5TwbcjyXnRERaU9lMty6RVKY7KytLK1lhloATERHpN8sS04n90DxYy70hIiIpkVTQbWpqqpUyYbEDfWbSxcfyciIiIiIiEoOkgm5zc3OttGthYSFq4J2ZmQlbW1vR9k9ERGToikvKf2gejKFXQgAAYzi4GhERqQGf6SZSEp/pJtK+LxxcEZV8StvdIAORkxyHpc4vS82nP/zf893BtToh5GGslnpFRGQY+Ew3qRXLx7WP5eVERERERCQGgwi6dT2oZfk4EZFymOUmTVrqHIzJCS9LzaeXKDVnlpuIiFQhqfLy9u3bo02bNmWWc3RxUgeWl5MyRjq0x/rkM9ruBhGpWU5yHCa5TAUArE4+reXeEBFJH8vLdVR5o5dXdJAzXc+Qk/qwvJzUhQE3kTRNcpmKZfGhAIB6zsGlnvEmIiJ6HUkF3eWNXl7R0cU1lSFncE9ERERERCRNkiovV/fo5ZoKhln+rh9YXk5EZFheHaV8fq2X04pNTgiBJacTIyISlZTKyxl06wBmurVPmfJyBt1ERFQsJzkOALDYORgzWWpORKR2Ugq6JVVerm8YbBMREREREUmbwQTduhjgsqycSL1m1uoEAJjH6XyISGSLnYMBAIEJIZhZotR87j/nodk8DxERaUVCQgIiIiJw7do1mJubw93dHYGBgahWrZp8m4yMDISHhyM2NhZPnz5F/fr1MW7cOHTv3r3UvvLz87Fy5Urs27cPmZmZaNCgAYYPH47evXur1CdJBd12dnblrsvNzdW5EaqnTZtW4ZHVSb107btBFcNgm4g0pbikfKaDm7zU3NLBDc9lknlqj4hI71y6dAnDhg1DgwYNMGnSJDx9+hTr169HfHw8du3aBWtra+Tn52P48OG4c+cOBg8ejPr16+PHH39EYGAgcnJyMGDAAACAIAjw9/dHbGws3Nzc4O7ujt9++w1BQUG4d+8eJk2apHS/JBV0P378uNwgNi0trdL718VsOREREREREQGLFi2Cra0tNm/ejLfeegsA0KRJE4wfPx67d+/GsGHDcOzYMdy8eRNffvklxo0bBwAYMGAAevTogYiICPTr1w9GRkY4evQoYmNj0aNHD4SFhUEmkwEAatasiejoaHTr1g0NGzZUql+SCrqLiorKzViqI6vMcnAiIiJ6VfFI5jnJcQj/p+yciIg0Kz8/H1WrVkW/fv3kATcAtG7dGgCQmJgIALh//z4AwNXVVb6NmZkZ2rdvj82bN+Px48ews7PDL7+8rGiaNGmSPOAGgNGjR2PVqlXYs2cPgoKClOqbpILu11mwYEGl96HucvDMzEzY2tqqbX9UcSwvJyKiiphbq5O8pDzcORhfJYQAAGZxSjEiIo0yMzPD6tWryywvDrZr1aoFAKhfvz4A4M8//0STJk3k2/31118wMzODjY0NACAlJQVWVlaoU6dOqf1ZW1ujWrVq8v0qw2CCbnVQR+BeEsvViYiIiIiI1C81NRWXLl3CwoULUb16dXh7ewMAPDw84OrqirCwMFStWhX16tXDgQMHcOrUKYwbNw5mZmYAACsrK+Tl5aGgoACmpqby/RYVFeHZs2dIT09Xui8MurVI3UE8ERERadaro5TPKlFqvtQ5GNP/GXBtbq1OHNGciEgFaWlp5Qa2dnZ2sLe3L/e1hYWFcHd3x4sXL2BsbIz58+ejRo0aAAATExP4+flh0qRJGD16tPw1n332GQICAuT/dnJywrFjx3D06FF4eXnJlx8/fhwFBQXIy8tT+r0YTNCti1lllpfrDpaXkxjm1XKXj3BMRIZlqXMwJieEYPo/QTgDbiIi1Wzbtg2RkZEK1/n5+cHf37/c1xYWFiI0NBRGRkbYsWMHgoKCkJKSgvHjx+PUqVMYP348bG1tMXPmTNSsWRNnzpzB1q1bAQDh4eEwMjJC//79sWHDBsyZMwf5+flwdnbG1atXERISAhsbGxgbGyv9XiQVdOvjlGG6diOAiIiIiIhI27y9veHh4aFw3eviPgCwsLBAz549AQBeXl7w8fHBypUr4e3tjRUrVsDY2BgxMTGoW7cuAODTTz9FrVq1sHjxYnTp0gWenp6wtbXF2rVrERAQIB8wrUqVKggMDMS+fftUei+SCrrFnjIMYKBMRMpjlpvIcE1/+Auml5jDe47LTCxMPqHlXhER6Q97e/vXlpAry8jICJ6enrh8+TJu376NGzduoGXLlvKAu1i/fv2wePFinD17Fp6engAAR0dHHDp0CDdu3EBOTg4aNWoEKysrREVFoW3btkr3QVJB9+umDFPXqOO6mDEnIiIi3VL8DPccl5kAgDnx82DsMgsAMD85Vos9IyKSpnv37mHUqFHw9vbG2LFjS63LysoC8DIDbm5ujqKiojKvFwSh1P/fuXMHFy9exGeffQZHR0f5dnfv3sWjR4/g7OysdN8kFXS/joWFhVoCb3VkzJkt1z28kUJEREREpL/q1KmD7OxsbN++Hb6+vrC0tAQA/P3339i5cydq1qyJxo0b4+OPP8bhw4dx8+ZNNGzYUP767du3A4A8g52UlITg4GCYmpqib9++AP6X5LWxsZGXrytDJhSH8hLQpUsXHDlyRNQ21BEwcwA13aNM0G1iVlsDPSEiIima7tAJs+K/BgBYcg5vIqI3Ksx/oPJrDh8+jIkTJ6Jx48bo27cvcnNzsXXrVqSlpWHVqlVwc3NDUlISBgwYgKKiIvj4+KBGjRq4ePEiDhw4AFdXV6xZswZGRkYoKCjAoEGDcPfuXQwfPhw1a9bE4cOHcebMGYSHh6N79+5K94tBN5GSGHQTEZE6FE8nBkA+pRgREZVWkaAbAH7++WdER0cjMTERpqamcHZ2hr+/P5o1aybfJikpCRERETh16hSysrLg4OCAnj17YuzYsfJ5ugHg0aNHWLJkCU6ePInnz5/D0dEREyZMgJubajdPGXTrIJafax4z3UREpCkMuomI3qyiQbcuktQz3W8aOr4kXQ5sWX5OREQkXcVzeANApstMhHFUcyIiSZNUptvT0xONGzdWatu0tDTExMSI3COSEma6iYhIXaY4dAQAhMTPQ/g/We9ZzHoTEckx062jXjdl2KvUNYVYZehytt3QcPRyIiIiIiISg6SCblWoawqxymAZOZF6hdZ0BwBMTWG2iIh0W3FJeVXnYHz1T6n5LI5qTkQkSZIqL5fKQGqkm1QpL/+61svgj6WCRESkrJzkOES3eFlqHpDKvx9EZNhYXk4awfJzzWF5ORERERERiUFSQXdBQYHWS8bVieXn+osZbiIiUlV0i2CMu/yy1DyApeZERJLB8nIiJXH0ciIi0pSc5DhY/hN4L6/hjoksNyciA8PyciqFZeD6j+XlRESkSywd3JCTHAcA2OAUrOXeEBFRZUgq6M7KytJKebmYc34zoCciIiIiItJfkiov79ixI06cOKHxdsUMjMUM6Ek1LC8nIiJNWV7DHab/XKGN+L8Qeak5EZGhkFJ5uaSCbik+081Mt2YoU14+vF4/xCSf00BviIiISisuNQ93DuZgnURkECoadCckJCAiIgLXrl2Dubk53N3dERgYiGrVqsm3ef78OSIjI3Ho0CFkZGTA0dERAQEBaNeuXbn7ffr0Kbp16wY/Pz8MHjxYpT5Jqrxc3zHAJiIiIiIiqphLly5h2LBhaNCgASZNmoSnT59i/fr1iI+Px65du2BtbQ0A+PLLL3Hy5En4+PigQYMG2LlzJz7//HNs2LABrVu3LrPf/Px8+Pv749GjRxXql0EE3foSzLKUXLcxy01ERNoS7vxyMLWvEkJw2+U/AIANyWe12SUiIp2zaNEi2NraYvPmzXjrrbcAAE2aNMH48eOxe/duDBs2DKdPn8Yvv/yCadOmYcSIEQCA3r17o2fPnggNDcXu3btL7fPBgweYPHkyrly5UuF+GUTQnZubqxejU0+bNk1S84zrE2W+Hyvt3fHvNJb0ERGR5hWXlN92+Q9WxS8CAGxwcEOAQwdEJJ/UZteIiHRCfn4+qlatin79+skDbgDyzHViYiIA4MCBAzA1NcXAgQPl21hZWaF///5YunQp/vzzT9SrVw8AcOTIEUyZMgUmJiYYPnw4vv/++wr1TVJBt52dncKsdlpaWoX3qS9ZciIiIiIiIkNlZmaG1atXl1leHGzXqlULAHD16lXUr18fVlZWpbZr0qQJAOD333+XB903b96Eu7s7/vOf/+D+/fsMugHA3t5eYVa7MhlklnxTMWa5iYhI2zYkn8WGf0Yyz0mOQ5DLdC33iIhIN6WmpuLSpUtYuHAhqlevDm9vb/nyZs2aldne3t4eAJCcnCxfNnbsWJiZmQEA7t+/X+G+SCroLs+CBQsq/FoxSr4zMzNha2ur1n1S5ShTXu5Z0wn/Tfk/8TtDRET0GgEOHQAAQS7TsTB+PpZzOjEikqC0tDSkp6crXGdnZycPkhUpLCyEu7s7Xrx4AWNjY8yfPx81atQAAGRnZ8PS0rLMaywsLAAAOTk58mXFAXdlGUTQXRmVCdjLw5J1IiIiIiKi8m3btg2RkZEK1/n5+cHf37/c1xYWFiI0NBRGRkbYsWMHgoKCkJKSgvHjx5f7GplMBgAwMjKqXMcVYNCtBWIE8iQ+ZrmJiEgXlBw4bbmDm3wOb0sHN0xx6AgACEs+oZW+ERGpi7e3Nzw8PBSus7Oze+1rLSws0LNnTwCAl5cXfHx8sHLlSnh7e8PKykphArQ4w108rZg6MehWATPU0qUPo9sTEREpYlniGe/F/0wtRkSk7+zt7V9bQq4sIyMjeHp64vLly7h9+zYcHBwUlq0XD75dXIauTpIKui0sLHDu3DnRpt1S96BqDOKJiIiIiIgq7969exg1ahS8vb0xduzYUuuysrIAvIwXmzRpgv379yMvLw/m5ubyba5evQoA+Oijj9TeN0kF3QsWLECXLl1Ey1qqe1A1DqhGRIYorKY7AGBKCmcEIFKH4pLyxc7BCEwIAQDM5OBqRGRg6tSpg+zsbGzfvh2+vr7ywdL+/vtv7Ny5EzVr1kTjxo3h6emJnTt3yrcDgOfPn2Pnzp1wcnJCnTp11N43SQXdYuOz2ERElcdgm0i9Sj6/PbNEqXmwy8wy64mIpMrIyAhz587FxIkTMXjwYPTt2xe5ubnYunUrHj16hFWrVsHY2Bhubm5wc3PDwoULkZycjPfeew/bt29HSkoKFi5cKErfGHRrGUvMdQOf6SYiIiIi0m9du3ZFVFQUoqOjERYWBlNTUzg7OyMiIqLU3NzLli3D0qVLsW/fPuTk5KBRo0ZYu3YtnJ2dRemXTBAEQZQ9a0mXLl1w5MgR+b91PahlibluUCboNjGrrYGeEBERVd4Uh44IiZ8H4H8Drb1qXi13zHzIyhMi0k2F+Q+03QW1kXymOzc3l1lMIiIiMihhyScQ9oZScxNJpV2IiHSX5ILurKysUoOdFQ/9rot0PQtvSHhjhoiIiIiIxCC5oNvU1LRUAFUcgOtigMvSciIiIhJbsMtMeal5WIlS86kc1JCISCMkF3SXnGsNeDkX2+TJk9U+xzYRERGRPni11DzQZRoAICr5lDa7RURkMCQXdL+qeJqvis6vrYsZclI/lpcTEREREZEYJB90FyvOeKtK3RlyBvFERESkLYEu07A4/mVCon7LYExhiTkRkegkP2VYZak7SGaZu/7ilGFERKRP5tVyB/BylPKSz2+H1Xy53O9SSLnTiRERaRunDDMgxeXp6jJt2rQKl7qTeFheTkREREREYmCmW4ew9Fx7lAm6mekmIiKpyUmOAwDMdZmJ0BJzeBMRaRsz3TrMzs6u1L/1KZBl6TkRERFp0lyXmQCA2fHzEKqg1HyIQ1vEJJ/TdLeIiCRFckG3vb19qX/n5ubqTekwS8+1R1++I0REROpUnN0OdXCTZ71LPuf9Hiy00i8iIimRXNCdmJhYKnBNS0tT6fX6lBknIiIiIiIi3Sa5oLuoqKhU1lLVzLE+ZcaJiIiI1KU4w52THMdRzYlIbyUmJmLx4sVISEiAIAhwcnJCYGAgPvroI/k26enpWLJkCeLi4vDkyRPUqFEDPXr0wBdffAEzMzO190lyQferVJ2fW1FmnNlv6eONFiISU6BDByxOPqntbhApxbJEqXlky2At94aISHl//vknhgwZAlNTU4wdOxbm5ub4/vvv4evri23btqFRo0bIzc3F8OHDkZSUBB8fH7z33nuIj4/HqlWrcOPGDaxatUrt/ZJ80K3qlF+KnqtW1wBnDN6JiIiIiIjEsWHDBmRnZ2Pr1q1o0aIFAMDDwwPdu3dHVFQUli1bhh9++AG3b9/GqlWr4OHhAQAYPHgwHBwcsHr1apw7dw5t27ZVa78kH3SrSlGQrq4Bzjg6ORGRYWKWm3TdEIe2pQZNK85w+10KwRSWmhORnrh//z6srKzkATcA1KtXD++99x5u3LgBADh37hxsbW3lAXexzz77DKtXr0ZCQgKDbm1QNVteHo5OrrtYXk5ERIasvGnBpvxTal7yGe8Ahw4AgAjeTCIiHVO/fn2cOnUKaWlp8lmtcnNzkZ6ejkaNGgEAQkNDkZmZWea1GRkZAAATE/WHyJILul+dp1sVLP8mIiIiIiLST6NHj8bx48cRGBiIadOmwdzcHMuWLcOzZ88wevRoAED16tVRvXr1Mq/duHEjAMDFxUXt/ZIJgiCofa9a5OnpicaNG1fotSz/ptcxMaut7S4QERFpRfHAauHOwZj18Bct94aIDEFy0mWkp6crXGdnZyfPZL9qx44dmDt3LgoKCuTLZs+eDR8fn3Lb2rJlC+bMmYPWrVtj06ZNleu4ApLLdL86ZZgqlC39ZkZcelheTkREVL5w55fPeH+VEIKazV/+95h0Bt9EJJ5t27YhMjJS4To/Pz/4+/uXWb5s2TJERUWhefPm8PHxgYmJCfbs2YOQkBAIgoAhQ4aUec3evXsREhICOzs7LFy4UO3vA5Bg0F0Zyk4vpomMOAN7IiIiIiIyVN7e3mUGOyum6JHiZ8+eYe3atWjYsCF++OEH+Xzb3bt3x+jRo7FgwQJ07twZNWrUkL9mw4YNCA0Nxdtvv421a9fCwcFBlPfCoLsEZQdM08SAaCx1JyIiIl0Q4NABs5JfZrVrNg/G0CshAIAxHNWciERkb29fbgm5Infv3kVeXh68vLzkAXexvn37Ii4uDgkJCfDy8gLwv6y4nZ0dNmzYgA8++ECt/S+JQXcFqGs089fhSOeaxfJyIiIixUqOUj4m/Rd5sJ2THIeZLjMAcFo8ItI+c3NzAC8fNy5P8bpVq1YhKioKdevWxbp161CnTh1R+8agW0Us+yYiIiIiItIt//rXv1CjRg3s3bsXI0eOhJWVFQBAEATs2LEDpqamaNWqFU6fPo1ly5ahTp06iImJUSmbXlGSC7oLCgpEzRCLXfbNoJ6IiIj0wUyXGZgX/w0A4N0WwZicyoHViEh7jIyMMHv2bPj7+6N///4YMGAAjI2NcejQIVy6dAkBAQGoUaMGxo0bB0EQ4O7ujrNnz5bZT8OGDSs8G1Z5JDdlWJcuXXDkyBHR9i92UMxnuXWXPk4ZNt7BFQDwbfIpLfeEiIikaGkNdwDA+MshsOQz3kSkRoX5Dyr0uosXL2LlypW4cuUKCgsL0bBhQ4wYMQI9evTA06dP0apVq9e+fsyYMfjqq68q1HZ5JJfpFpvYz3PzWW7t4DPdRERERET6r1WrVtiwYYPCdVWrVsWNGzc02yEw060XWHIuPmWCbn3MdBMREWlKTnIcACC6RTACWGpORJVU0Uy3LjLYTLc+BbIsOSciIiJdF90iGAAw7nII/vpnVPMlHNWciEh6QbeiidIVyc3N1ZuSYpaci09fvgtERERERKRfJBd0P378WKkANS0tTQO9qRx9ysYTERGRYSsuKf/LZQa++WdU8xotgxGUwlJzIjJsBvtMtz4EtCwr1y18ppuIiEg5C2u+HNV84iWOak5EFcNnuiVA7FHI1YFl5ZrD8nIiIiIiIhKDwQbdlaEPWXIiIiIpG+bQDhuTz2q7G1SO4pLyIAc3+ajmlg5u+LrWywz4rIcsOSciwyG58vIhQ4agbt26ogbFLPs2TCwvJyIiqric5DiEO78c4ZxBNxG9CcvLdZi9vb3oI5OLWfLNLLp2sLyciIiIiIjEILmgWxMsLCxEC7wzMzNha2sryr6JiIiINK24pDzcORhfJYQAAGZxcDUiMiCSKy8vDoaZuSR1Y3k5ERGReuQkx2H3R7MAAEMex2q3M0Skk1heruMSExMNctRvZskrjjdpiIiINGf3R7PQ97evX/6DWW8iUqOEhARERETg2rVrMDc3h7u7OwIDA1GtWjX5NqmpqQgPD8fJkydRWFiI5s2bw9/fHy1atHjtvv39/XHkyBHcuHFDpT5JLui2sLBATk6OQQZRfB6ciIiIiIgM1aVLlzBs2DA0aNAAkyZNwtOnT7F+/XrEx8dj165dsLa2RkZGBgYNGoSUlBQMGDAADRs2xOHDh+Hr64uVK1eiY8eOCvd98OBBHDlypEL9klx5OQB06dKlwh8IUXlYXk5ERKR+OclxsCyR7Z7i0BFhySe02CMi0gUVKS8fNGgQkpKScOjQIbz11lsAgF9++QXjx4/HjBkzMGzYMMybNw+bNm3CvHnzMGDAAADAixcvMGLECCQlJeHw4cMwMzMrtd+MjAx89tlnePbsGQoKCpjpVhdmjQ2LIVZGEBER6QLLf+bytmSZORFVQn5+PqpWrYp+/frJA24AaN26NYCXjyADwPHjx1G7dm30799fvo2xsTFGjhyJCRMm4MyZM+jUqVOpfYeEhMDe3h4uLi4VSu5KMujOysqq9DPdiubiZiBORERERESke8zMzLB69eoyy4uD7Vq1agF4+Ty3q6srZDJZqe3q1q0LALh27VqpoPvIkSM4cuQItm/fjrVr11aob5IMuk1NTSuduZw2bVqZwF1RIE5ERERElVOc7QaAH5oHa7k3RCQFqampuHTpEhYuXIjq1avD29sbAGBlZYWsrKwy2z958gQAkJ6eLl+WmZmJuXPnYuTIkWjatGmF+yLJoNvc3LzS+1iwYEGZZYoCcbFwJHLNYnk5ERGRdkxxeDloUXGwPfRKCMaw1JzI4KWlpZUKgEuys7ODvb19ua8tLCyEu7s7Xrx4AWNjY8yfPx81atQAADg5OeH8+fNITk6Gg4OD/DXFZeN5eXnyZfPmzYO1tTUmTpxYqfciyaBbLIoCcbGwlJ2IiIiIiAzVtm3bEBkZqXCdn58f/P39y31tYWEhQkNDYWRkhB07diAoKAgpKSkYP348xo0bh1OnTmHs2LGYMWMGateujcOHD2Pv3r0wMTGBicnLEPnYsWP46aefsGnTpkondTl6OZGSOHo5ERGRZhSXmls6uGFeLXcAwMyHv2izS0SkYclJlyuc6S6pqKgIPj4+uHr1Kk6ePAlbW1scOHAAc+fOxdOnTwEAtWvXRkhICEaPHo3Ro0djzJgx+Oyzz9C2bVtMnz5dvq/g4GAcPXoUZ8+ehbGxMWxsbJTqgyQz3XZ2dhpph9lo6WB5ORERke4oHsk8JzkO0S34jDeRIbK3t1c6sH4dIyMjeHp64vLly7h9+zZcXFzQvXt3dO7cGYmJiTA3N4ejoyPu3r0LQRBQt25dXL9+Henp6fjxxx/x448/ltlnu3btULt2bRw/flypPkgy6H78+LFGnr0We2A1BvVERERERERvdu/ePYwaNQre3t4YO3ZsqXXFA6dZWFjgwoULePjwIXr16oUWLVrIt4mPjwcAODs7o3r16li/fn2ZNlatWoULFy5g/fr1KpWcs7y8EsQOijlaum5heTkREZFmFJeUWxcB4y6HAADn8SYyMIX5D1TavqioCO3bt4e1tTV+/PFHWFpaAgD+/vtv9OrVC4Ig4Pjx41i6dCnWrl2Lw4cPy6cJy8jIwKBBg+Dg4IANGzaU28bkyZNx8OBB3LhxQ6W+MejWYcx0a44y5eUMuomIiLQnJzkOMf+McD46nc93E0mdqkE3ABw+fBgTJ05E48aN0bdvX+Tm5mLr1q1IS0vDqlWr4ObmhqSkJPTu3Ru2trYYMmQIZDIZtmzZgszMTMTExOCDDz4od/8VDbolWV4uFcqOls7gnIiIiIiIDF3Xrl0RFRWF6OhohIWFwdTUFM7OzoiIiECzZs0AAO+++y42btyIxYsXY+XKlTAxMUGrVq0QEBCABg0aiNIvSWa63d3d4eTkpO1uaAzn9K48ZrqJiIh023d27hhyhaXmRIaiIpluXSXJoFsq5eWkWxh0ExER6Yac5LhSgXeAQwcAQETySW11iYjUTEpBN8vLFWC5tuHhlGFERERERCQGSQbdWVlZlZoyTNGo4QzEiYiIiHSDpYMbcpLj5P9NRKTLJBl0m5qaVipzqShgz83NZTaUiIiISEcUB9s5yXFY0yJYy70hIiqfJINuVSYqV8TCwqJM4J2WllapfaqCWXXN4w0VIiIiIiISAwdSU5ImA2GORq55HL2ciIhIfxQPnAYADV4YY8xljmpOJDVSGkiNQTeRknQ56A6u1QkAEPIwVqv9ICIi0qac5Dh87TILADA/OVa7nSGiSpFS0C3J8nI7Ozttd0ElLCfXPpaXExERERGRGCSZ6Z48eTIsLCz0JpBlObn2sbyciIhI/0136IRZ8V8DYKk5kb6TUqZbskE3wOwlqReDbiIiIv2RkxyHOS4zAQALk09ouTdEpCopBd2SLC/XJywt1w28QUNERERERGKQZNBtYWGBc+fOKZxvW9ewtJykYl4td8x8+Iu2u0FERAQAmOMyE3Pi5wEAFrLUnIi0SJLl5QBHMCf1Y3k5ERGRfspJjoOlgxv8/wm+VyTHablHRPQmlS0vj46OxsaNG3H69Oky6zIyMhAeHo7Y2Fg8ffoU9evXx7hx49C9e/dKtVkeSWa6K4Pl3oaJ5eVERETSZengJg+8gZcDrnFKMSLpOnHiBFasWAEbG5sy6/Lz8zF8+HDcuXMHgwcPRv369fHjjz8iMDAQOTk5GDBggNr7I9mgOysrq0Ll5WlpaYiJiXntNgzMiYiIiIiIdIsgCIiJiUFoaCgKCgoUbnPs2DHcvHkTX375JcaNGwcAGDBgAHr06IGIiAj069cPRkZGau2XZINuU1PTCmUvp02b9sZgXZnAnIiIiIh0g7+DmzzbDQBLnYO13CMiEoO3tzeuXLkCd3d3pKWlITU1tcw29+/fBwC4urrKl5mZmaF9+/bYvHkzHj9+DDs7O7X2S7JBt7m5eYVet2DBgjduo0xgrgoOpqZ9LC8nIiKSrhXJcZju0EkebE9OCMF0Dq5GJDkpKSlYsGAB+vbtC19fX4Xb1K9fHwDw559/okmTJvLlf/31F8zMzBSWpFeWZINuMSkTmKuC5epERERERESVc+zYMZiZmb12Gw8PD7i6uiIsLAxVq1ZFvXr1cODAAZw6dQrjxo174+srgqOXEymJo5cTERFJR3Gp+TqnYPw7jVNeEuma5KTLSE9PV7jOzs4O9vb2r329r68v7ty5o3D08suXL2PSpEmlys8/++wzhIeHq/15bkDCme6CggK9mKe7MliWrj4sLyciIjIs65xelpqP+r8Q/Jul5kQ6Z9u2bYiMjFS4zs/PD/7+/hXa76lTpzB+/HjY2tpi5syZqFmzJs6cOYOtW7cCgCiBt2SD7ooOpKZPWJZORERERERS5O3tDQ8PD4XrKjPQ2YoVK2BsbIyYmBjUrVsXAPDpp5+iVq1aWLx4Mbp06QJPT88K718RyQbdhkDdz5YTERERGYrikvJ/lxjVPNhlJsKST2izW0T0D3t7+zeWkFfEjRs30LJlS3nAXaxfv35YvHgxzp49y6BbVzDLLC1Sr4ogIiKi8gW7zAQAhMTPg+0/I5xPf8jnvImkyNzcHEVFRWWWFw91JsaQZ5INusV+plvMuboZ0BMREREREanfxx9/jMOHD+PmzZto2LChfPn27dsBAG3btlV7mxy9vILEDIzFDOip4jh6ORERkbTNr+WOyQkhAABLDq5GpFWF+Q8q9fryRi9PSkrCgAEDUFRUBB8fH9SoUQMXL17EgQMH4OrqijVr1qh9IDUG3TqImW7NU6a8nEE3ERGR4chJjpMH3jNrdcK8h7Ha7RCRgREr6AZeBt4RERE4deoUsrKy4ODggJ49e2Ls2LGizNMt2fJyTWBwTEREREREpHs2bdpU7rp3330X4eHhGuuLZINuTczTre4ycAbxRERERLrBssSo5gucZ2m5N0Skz1heXgnqDpL5LLduY3k5ERGR4ZhZqxOKn+qclvA1n/Em0rDKlpfrEslmujVB3fNkT5s2TfTsPCnGKcOIiIiIiEgMDLoriKXgRERERNJVcuC0kBKl5pYObghy6AgAWJh8QhtdIyI9I9mg287OTtT95+bmMjtKREREZCCKy8tzkuMQ7hys5d4QkT6RbND9+PFjUUu109LSRNkvM+jawRsoREREREQkBg6kVkFiBceZmZmwtbVV+37p9ThPNxEREb1OcUm5tWCErxJCAICDqxGJSEoDqTHoJlISg24iIiIqKSc5Dt+2eFlqPjn1Fy33hkhapBR0S7a8XOxnurWJJejqx/JyIiIiIiISg2SDbnt7e8kGpyxBJyIiItK+b1sEY/zll6Xmk1lqTkTlkGx5efEgasxgkrqwvJyIiIjKk5Mch6iWwQhMYZk5kTqwvJy0RqrZe23jzRkiIiIiIv33f//3f1iyZAmuXLkCa2truLm5YdKkSahVq5Z8m+fPnyMyMhKHDh1CRkYGHB0dERAQgHbt2onSJ8lmuqdNm4Zz587ByclJ211RK5aWi4OjlxMREVFlLK7pji8uhXBEcyI1qUimOz4+HiNHjoSFhQV8fX1RpUoVbN68GYWFhdiyZQscHBwAAOPHj8fJkyfh4+ODBg0aYOfOnbh+/To2bNiA1q1bq/utSDfoBjiCOakXg24iIiJ6k5zkOADATJcZWJx8Usu9IdJfFQm6e/Togbt372LPnj3417/+BQDIyMhAt27d0K5dO0REROD06dMYNWoUpk2bhhEjRgB4mfnu2bMnqlatit27d6vzbQBgeXmFsMRbelheTkREROow02UGAGBe/DewdJ718r8fxmqxR0SG4cGDB7h58yZ69+4tD7gBoFq1aujTpw82bdqEZ8+e4cCBAzA1NcXAgQPl21hZWaF///5YunQp/vzzT9SrV0+tfZN00F1QUCAfUE2d0tLSEBMTo/b9MpgnIiIiIiJSXUpKCgCgYcOGZdbVqVMHhYWFuHHjBq5evYr69evDysqq1DZNmjQBAPz+++8MulVhamoqSgZz2rRpehXMExEREZFmFJeUWzrPwoyErwEA8/icN5HoqlSpAgDIysoqs+7JkycAgPT0dKSmpqJZs2ZltrG3twcAJCcnq71vkg66xbJgwQJR9itWME9vxvJyIiIiUqd5D2PlwXZOchyWtwwGAARxSjEipaSlpSE9PV3hOjs7O3mQXOz999/HW2+9hWPHjsHPzw/GxsYAAEEQ8PPPPwMA8vLykJ2dDUtLyzL7tLCwAADk5OSo820AkHjQbWdnp+0uqORNwTzLz4mIiIiIyBBs27YNkZGRCtf5+fnB39+/1DJTU1N8/vnniIiIQEBAAL744gsYGxvju+++Q1JSEgDAxKT88FcmkwEAjIyM1PQO/kfSQffjx48llTlm+TkRERGR/lneMhgTL4UAAIJYak6kFG9vb3h4eChcV15yddy4cXj27Bm+//57+SxWrVq1wpQpUzBz5kxUrVoVVlZWChOZxRlua2trNb2D/5F00F1UVCSpsmGWn4tHSt8TIiIi0i1BKb/Ig+2c5Dgs+6fUfCpLzYnKZW9vX6aE/E2MjIzwn//8B6NHj8adO3dgZ2eH9957D1u2bAEA1K1bFw4ODgrL1tPS0gAANWrUqHznXyHpoJuIiIiIiIgMw08//YRq1aqhXbt2qFatmnx5fHw8qlevjvfeew9NmjTB/v37kZeXB3Nzc/k2V69eBQB89NFHau+XpINusaYM0xaWlxMRERHpt2UtgzHpn1LzqSw1J1Kr77//Hn///bd8Lm4A+PXXX3H48GF88cUXkMlk8PT0xM6dO7F9+3b4+voCAJ4/f46dO3fCyckJderUUXu/ZIIgCGrfq47o0qWLvJZfCjiQmniUKS83MautgZ4QERGRoWCpOVH5CvMfqPyaY8eO4d///jfatm2Lbt264dGjR9iwYQPee+89bNq0ST439+jRo3Hu3Dn4+vrivffew/bt23Hz5k18//33cHZ2VvdbkXamW0oYcBMREREREZWvc+fOiIiIwJo1axAaGgpbW1v069cP//73v+UBNwAsW7YMS5cuxb59+5CTk4NGjRph7dq1ogTcgMQz3e7u7nByctJ2N9SCpeXax0w3ERERqVNoTXd5qbklS82JSqlIpltXSTrollJ5OTPd4mJ5OREREWlTTnIcljq/LDWf/pCl5kRSCrrVP/M3EREREREREQGQ+DPdUhq9PDMzE7a2ttruBhERERGJYKlzMCYnvCw1n85ScyJJYXk5kZJYXk5ERESakJMch8X/lJrPZKk5GSgplZdLOtMtJXymW1zKPNNNRERERESkKkkH3XZ2dpIJVlleTkRERGQYFjsHI/CfUvOZLDUn0nuSLi8vfp6bWUxSB5aXExERkaax1JwMFcvLSaOkkq3XZbwxQ0REREREYpB00G1hYYFz587p/QjmLC0nIiIiMkwsNSfSf5IuLwc4gjmpD8vLiYiISJtykuMQ6jwLcx/GarsrRKJjeTlpDEvLNYPl5UREREREJAbJB90FBQV6XV7O0nIiIiIiAoBQ51mYmvA15rLMnEivsLycSEksLyciIiJdkJMcBwCY6zITockntNwbInFUtrw8OjoaGzduxOnTp0st9/DwwIMH5e+7T58+CA0NBQDk5+dj5cqV2LdvHzIzM9GgQQMMHz4cvXv3Vqkvks906yuWlWsWy8uJiIiIiKThxIkTWLFiBWxsbMqsmz59OrKzs8ss37RpE3777Td4eHgAAARBgL+/P2JjY+Hm5gZ3d3f89ttvCAoKwr179zBp0iSl+yP5oFtfy8tZVk5EREREisx1mQkAmB0/D6EsNSeSEwQBMTExCA0NRUFBgcJtOnfuXGbZxYsXcfXqVQwdOhRdunQBABw9ehSxsbHo0aMHwsLCIJPJAAA1a9ZEdHQ0unXrhoYNGyrVL5aXEymJ5eVERESka4pLzb9ymY6V//w3kRRUpLx84MCBuHLlCtzd3ZGWlobU1NQy5eVl2iksRPfu3ZGdnY3//ve/qFKlCoCXlce7d+/GsWPHUKdOHfn2WVlZcHZ2xqhRoxAUFKRUvySf6Qb0o1SbmW3tYnk5ERER6aOvXKYDAMLj52Mls95k4FJSUrBgwQL07dsXvr6+Sr1mx44duHv3LhYuXCgPuIv3ZWVlVSrgBgBra2tUq1YNiYmJSvdL8kG3nZ0dcnNzdT6o0ocbA0RERERERLrq2LFjMDMzU3r7Fy9eIDo6GvXr10evXr1KrbOyskJeXh4KCgpgamoqX15UVIRnz54hPT1d6XYkH3Tb29truwtKWbBggba7QERERER6prikfKWDm7zUPNBlGqKST2mzW0SVlpaWVm5ga2dnpzDOUyXgBoDjx4/j4cOHmDt3rvyZ7WJOTk44duwYjh49Ci8vr1KvKSgoQF5entLtSD7oBoDExESdHkyNpeXap+uVEERERERvEugyDQCwOH4BolhqTnpu27ZtiIyMVLjOz88P/v7+ammjatWqCqcA69+/PzZs2IA5c+YgPz8fzs7OuHr1KkJCQmBjYwNjY2Ol2zGIoLuoqEingyqWlhMREREREf2Pt7e3fPquV9nZ2VV6/9nZ2Th37hy8vLxgYWFRZr2trS3Wrl2LgIAA+YBpVapUQWBgIPbt26dSW5IPui0sLFRK/WsDS8v11zCHdgCAjclntdwTIiIiMnTFJeVRJUrNLZnxJj1lb28v6qPCZ8+eRUFBAbp27VruNo6Ojjh06BBu3LiBnJwcNGrUCFZWVoiKikLbtm2VbkvyQfeCBQvQpUsXZpPptZSphBhUqw22PjxfahmDbSIiItJFxcF2TnIcA28iBRISEiCTydCmTRuF6+/cuYOLFy/is88+g6Ojo3z53bt38ejRIzg7OyvdllGle6snLl++rO0uEBERERERkQ64du0a6tatC2tra4Xrk5KSEBwcjCNHjsiXFT+2bGNjg549eyrdluQz3cV0/blu0n2vZrmJiIiIdJ1liVLzwc4B2PswQcs9ItIN9+7dw3vvvVfu+nbt2qFp06aYN28e7t+/j5o1a+Lw4cM4c+YMwsPDyw3WFTGIoNvOzg53797V2gjmHJ1c9/GGDBEREUnVYOcAAMCWhAiWmhP9IzMzE02aNCl3vampKaKjo7FkyRLs2LEDz58/h6OjI9asWQM3N9V+RwYRdNvb2+POnTtaC6z4PDkREREREZHmbNq06bXrr1y58sZ9VK9eHfPnz690Xwwi6NY2jk5ORERERNpSXFJuyVHNibTC4IJuZp1JEZaXExERkSHgqOZEmmcwo5cX4yjmREREREREpCkGF3RnZmZquwtERERERFpVXGpeXG5OROIxuPJyTh1GRERERMRScyJNMYig28LCAkVFRQAAQRC0NnUY6S7eiCEiIiIiIjEYRHn5ggULYGRkEG+ViIiIiEglLDUnEpdBZLpLkslkzGoSEREREZXAUnMi8Rhc0M3yclKEN2KIiIiIiEgMrLkmIiIiIiIA/ys1JyL1MbhMN8vLiYiIiIjKVzLwZqk5UeUZXNDN8nJShDdiiIiIiIikIzo6Ghs3bsTp06fL3SY4OBjXr1/H9u3by6y7f/8+wsLCcO7cOeTk5ODDDz/ExIkT8fHHH6vcF5aXExERERFRKZYObiw1J7114sQJrFix4rXbbN++Hdu2bVO4LjMzEz4+Pjh58iQGDx6MKVOmICsrC6NHj35tEF8eg8t0A8xqEhEREREpg6XmpE8EQUBMTAxCQ0NRUFCgcJvCwkJERkbi22+/LXc/O3fuRFpaGhYvXozu3bsDAHr27ImuXbti6dKlKme7DSboNjMzk/83y8vpVbwRQ0RERESk37y9vXHlyhW4u7sjLS0Nqamppdb//fffGDRoEO7cuYP+/fsjLk5xJcf9+/cBAK6urvJlb7/9Npo3b46zZ8+q3C+DKS83NzfXdheIiIiIiPQOS81JX6SkpGDBggX49ttvUaVKlTLrnz17hqKiIqxatQrffPMNTEwU56Dr168PAPjzzz/lywRBQFJSEuzs7FTul8FkuktiVpOIiIiISDUsNSddd+zYsVIVzq+qWbMmDh06BCOj1+eeBwwYgP3792PWrFmYM2cOqlevju+//x63b9/G3LlzVe6XQQbdLC+nV/FGDBEREdGbFQfbOclxDLxJVGlpaUhPT1e4zs7ODvb29mWWvy7gBlBuZvtV1tbWmDhxIr766iv4+PjIl48ZMwaDBg1Sah+l2lX5FUREREREREQi2rZtGyIjIxWu8/Pzg7+/v2ht79y5EzNmzED9+vUxdepUWFtb49ixY1izZg0EQcCUKVNU2p9BBt3MahIRERERVRxLzUls3t7e8PDwULiuIs9VqyIiIgLVq1fHtm3bYGNjAwDo1q0bqlSpgu+++w5du3ZFs2bNlN6fQQbdLC+nV/FGDBEREZFqWGpOYrK3t1dYQi62jIwMpKenY8CAAfKAu1j//v2xbds2nDt3TqWg22BGLyciIiIiIiJ6neLnwouKisqsEwSh1P8ryyAz3cxqEhERERGpB0vNSUqsra3h5OSEY8eOISAgoFS2ffv27QCAtm3bqrRPgwy6WV5Or+KNGCIiIqKKY6k5ScmMGTMwbNgwDBw4EIMGDULVqlURGxuLEydOYMCAAWjevLlK+zPIoJuIiIiIiIhIkWbNmmHr1q1Yvnw51q5di5ycHNSrVw8zZsyAr6+vyvuTCaoWpOupLl264MiRI3BxcUF8fLy2u0N6yMSstra7QERERKTzWGpO6lCY/0DbXVAbg8x0s7ycXsXyciIiIiL1YKk5UWkcvZyIiIiIiIhIJAaX6ZbJZMxqEhERERGJjKOaE71kcEG3IAgsL6cyeCOGiIiISP1Yak7E8nIiIiIiIiIi0TDoJiIiIiIiURWXmheXmxMZEoMrL+cz3UREREREmsdSczJUBhN029nZAeAz3aQYb8QQEREREZEYDKa83N7eXttdICIiIiIyeCVHNScyBAaT6S6JWU0iIiIiIu3hdGJkSAwy6GZ5Ob2KN2KIiIiIiEgMBlNeTkREREREusPSwY2l5mQQDDLTzawmEREREZFuYKk5qdOvv/6KFStW4NKlS8jPz8f777+PESNGoHfv3vJtMjIyEB4ejtjYWDx9+hT169fHuHHj0L17d1H6ZJBBN8vL6VW8EUNEREREpN9u374NX19f2NjYYMyYMahSpQoOHjyIoKAgZGZmYuTIkcjPz8fw4cNx584dDB48GPXr18ePP/6IwMBA5OTkYMCAAWrvl0EG3UREREREpDs4hzepw8KFC2FkZIQdO3agRo0aAIAhQ4bAx8cHy5cvx8CBA3HixAncvHkTX375JcaNGwcAGDBgAHr06IGIiAj069cPRkbqfQrbIINuZjWJiIiIiHQPS82pol68eIGLFy/Czc1NHnADgJGREbp164bLly8jMTER9+/fBwC4urrKtzEzM0P79u2xefNmPH78GHZ2dmrtm0EG3Swvp1fxRgwRERERkf4yMjLC/v37IZPJyqzLyMgAABgbG6N+/foAgD///BNNmjSRb/PXX3/BzMwMNjY2au+bQQbdRERERESkm1hqThUhk8lQp06dMsufP3+OXbt2oUqVKvjwww9hbGwMV1dXhIWFoWrVqqhXrx4OHDiAU6dOYdy4cTAzM1N73wwu6DY1NWVWk4iIiIhIx7HU3LClpaUhPT1d4To7OzvY29u/cR+CIGDmzJlIT0+Hv78/zM3NAQB+fn6YNGkSRo8eLd/2s88+Q0BAgFr6/iqDC7oLCwtZXk5l8EYMERERke5h1ttwbdu2DZGRkQrX+fn5wd/f/7WvFwQBs2fPxk8//YTWrVvLB007deoUxo8fD1tbW8ycORM1a9bEmTNnsHXrVgBAeHg4B1KrLEEQtN0FIiIiIiIieg1vb294eHgoXPemgc7y8/MRFBSEgwcP4qOPPsKqVatgamoKAFixYgWMjY0RExODunXrAgA+/fRT1KpVC4sXL0aXLl3g6emp1vdicEG3TCZjVpOIiIiISI+w1Nzw2NvbK1VC/qqcnBz4+fnh1KlTcHFxQXR0NKytreXrb9y4gZYtW8oD7mL9+vXD4sWLcfbsWQbdlSUIAsvLqQzeiCEiIiLSbSw1pzcpLCyEv78/Tp06hU6dOmHZsmWwsLAotY25uTmKiorKvLa4IlqMymj1FqsTERERERERacGKFSsQFxcHDw8PREZGlgm4AeDjjz9GfHw8bt68WWr59u3bAQBt27ZVe78MLtMNMKtJRERERKSvWGpOijx+/Bjr1q2DiYkJXF1dcfDgwTLbtGvXDl9++SXOnj0LX19f+Pj4oEaNGrh48SIOHDgAV1dXtZeWAwYadLO8nF7FGzFERERE+oOl5vSqy5cvIz8/HwAQEhKicJs1a9agQ4cO2LFjByIiIrBlyxZkZWXBwcEB/v7+GDt2rNpHLgcMNOgmIiIiIiIi6ejcuTNu3Lih1LbvvvsuwsPDRe7R/xhc0G1qasqsJhERERGRBLDUnPSBwQXdRUVFLC+nMngjhoiIiEg/sdScdJ3BjV5ubGys7S4QERERERGRgTC4TLe1tTWzmkREREREEsNSc9JVBhd0FxQUsLycyuCNGCIiIiL9x1Jz0kUGV15ubm6u7S4QERERERGRgTC4oJuIiIiIiKStZKk5kbYZXHl5UVERS4mJiIiIiCSOz3iTrjC4oDsrK4vPdFMZvBFDRERERERiMLjy8vz8fG13gYiIiIiINMDSwY2l5qR1BpfpBpjVJCIiIiIyJCw1J20yyKCb5eX0Kt6IISIiIiLSfwkJCYiIiMC1a9dgbm4Od3d3BAYGolq1agq3v3TpEnx8fPDTTz/h/fffL7UuJycHUVFROHToENLT0/H+++9j9OjR8PLyUqlPBhl0ExERERGRYeEc3tJ36dIlDBs2DA0aNMCkSZPw9OlTrF+/HvHx8di1axesra1LbZ+UlISAgAAIglBmX4IgICAgAKdOnYK3tzc++OAD/Pzzz5g8eTKePn2KQYMGKd0vgwy6mdUkIiIiIjJMLDWXrkWLFsHW1habN2/GW2+9BQBo0qQJxo8fj927d2PYsGHybS9cuIDJkyfj0aNHCvd1+vRpxMbG4quvvsKYMWMAAIMGDcLAgQOxbNky9O/fHyYmyoXTBhN0W1hYyMvKWV5Or+KNGCIiIiIi/ZWfn4+qVauiX79+8oAbAFq3bg0ASExMlC8LCwvD2rVr8d5776FNmzb46aefyuwvMzMTjo6O6NOnj3yZkZERWrVqhd9++w1paWlwcHBQqm8GE3QvWLAAAODi4qLlnhARERERkTax1Fx6zMzMsHr16jLLi4PtWrVqyZf98ccfGDt2LCZMmIDvvvtO4f569OiBHj16KNyfubk5bG1tle6bwQTdJTGrSURERERELDWXrtTUVFy6dAkLFy5E9erV4e3tLV8XGRkJMzMzpfeVm5uLP//8EzExMTh79iy++OILWFpaKv16gwy6WV5Or+KNGCIiIiIi3ZGWlob09HSF6+zs7GBvb1/uawsLC+Hu7o4XL17A2NgY8+fPR40aNeTrVQm4AWD16tVYuXIlAKBFixalng1XhkEG3URERERERABLzXXVtm3bEBkZqXCdn58f/P39y31tYWEhQkNDYWRkhB07diAoKAgpKSkYP358hfrSvn17fPjhh7h58ybWrFmDfv36YevWra8N/EuSCYrGR5cwFxcXxMfHa7sbpIdMzGpruwtEREREJCKWmuuO5KTLFc50l1RUVAQfHx9cvXoVJ0+eLPMs9ooVKxAZGYmDBw+WmadbkRMnTmDs2LEYNWoUgoKClOqDQWa6WV5Or2J5OREREREx66077O3tlQ6sX8fIyAienp64fPkybt++XemBtTt27Ii33nqr1Gjob+xDpVokIiIiIiIi0rJ79+7hk08+UTiCeVZWFoCX00gra/78+ejYsSPy8/NLLS8oKEBubq5K+zLITDezmkREREREVB6Oaq5/6tSpg+zsbGzfvh2+vr7y0cX//vtv7Ny5EzVr1kTjxo2V3t+7776LlJQU7Nq1C4MHD5Yv37RpEwoKCuDu7q70vgwy6GZ5Ob2KN2KIiIiIqCSWmusXIyMjzJ07FxMnTsTgwYPRt29f5ObmYuvWrXj06BFWrVoFY2Njpfc3aNAg7Nu3D9988w1u376NDz74AAkJCdi/fz/atWuHfv36Kb0vgwy6iYiIiIiISFq6du2KqKgoREdHIywsDKampnB2dkZERASaNWum0r7MzMywbt06LF26FP/973/x5MkTODg4wN/fH2PHjoWJifKhNEcvJ1ISRy8nIiIiMkwsNde8wvwH2u6C2hhk0O3mxh8LlaZMeTmDbiIiIiLDxlJzzZFS0M3Ry4mIiIiIiIhEYpCZbpaXU0Uw001EREREzHZrhpQy3QYZdLO8nF7F8nIiIiIiUhaf8RaflIJulpcTERERERERicQgM90sL6eKYKabiIiIiEpiqbl4pJTpNsigm+Xl9CqWlxMRERFRRbDUXBxSCrpZXk5EREREREQkEgbdREREREREFWTp4AZLBzd5xpvoVQZZXs5nuqkiWF5ORERERK/DUnP1kVJ5uYm2O6ANkydP1nYXSMco80w3ERERERGRqlheTkREREREpAYsNSdFWF5OpCSWlxMRERGRslhqXjkVLS//9ddfsWLFCly6dAn5+fl4//33MWLECPTu3Vvh9tnZ2ejRowdq166NTZs2lVqXn5+P1atXY//+/UhOTsZbb72FDh064Msvv0SNGjWU7hPLy4nA8nIiIiIiIn13+/Zt+Pr6wsbGBmPGjEGVKlVw8OBBBAUFITMzEyNHjizzmrCwMDx48AC1a5dNsAUHB2PPnj3w8vLCyJEjcf/+fcTExODixYvYvXs33n77baX6ZZBBNxERERERkZiKM9w5yXHMdmvIwoULYWRkhB07dsgz0UOGDIGPjw+WL1+OgQMHokqVKvLtz507h23btsHU1LTMvn799Vfs2bMHI0eOxNSpU+XL27Vrh9GjR2Pjxo2YOHGiUv0yyKCbWU0iIiIiItKEks94M/gWz4sXL3Dx4kW4ubmVKv02MjJCt27dcPnyZSQmJsLFxQUA8Pz5c8ycORODBg3CkSNHyuzv3LlzAIB+/fqVWu7m5oaqVasiISFB6b4ZZNDN8nJ6FW/EEBERERHpLyMjI+zfvx8ymazMuoyMDACAsbGxfNnixYtRWFiIwMBAhUG3j48P3NzcUK9evVLLc3Nz8fz5c5iYKB9KG2TQTUREREREpCksNRefTCZDnTp1yix//vw5du3ahSpVquDDDz8EAMTHx2Pz5s349ttvYW1trXB/1tbWaNy4cZnlmzdvRmFhoTxjrgyDDLqZ1SQiIiIiIk1jqbny0tLSkJ6ernCdnZ0d7O3t37gPQRAwc+ZMpKenw9/fH+bm5sjJycH06dPRo0cPdOzYUaU+/f7771i+fDnefvttDBo0SOnXGWTQzfJyehVvxBARERER6Y5t27YhMjJS4To/Pz/4+/u/9vWCIGD27Nn46aef0Lp1a4wbNw7Ay+v+rKwsTJ8+XaX+XL9+HaNHj0ZBQQGWLVsGW1tbpV9rkEE3ERERERGRNrDUXDne3t7w8PBQuM7Ozu61r83Pz0dQUBAOHjyIjz76CKtWrYKpqSkuXbqETZs2YdasWSgqKpI/6y0IAgoKCpCRkQFzc/NSI5wDwMWLF/HFF18gOzsbCxYsUDlDLhMEQVDpFXquVatWuHjxora7QXrIxKzs3H1ERERERBXFUvPyFeY/qNDrcnJy4Ofnh1OnTsHFxQXR0dHy57ZXrFhRbva8WJ8+fRAaGir/d2xsLCZOnIiioiIsWrQIXl5eKvfJ4ILuNm3aoH379truBukYZcrLGXQTERERkRiY9S6rIkF3YWEhxo8fj7i4OHTq1AnLli2DhYWFfP39+/dx//79Mq8LCAhAzZo1MXXqVNjb2+ODDz4AAJw9exZjxoyBiYkJli9fjg4dOlTovRhceXnJYeKJiIiIiIhIGlasWIG4uDh4eHhg+fLlMDU1LbW+Tp06Ckc4NzU1hY2NTankbHp6OgICAiCTybBmzRq0atWqwv0yuKDb2tqag2YREREREZHO4Kjmlff48WOsW7cOJiYmcHV1xcGDB8ts065dO6VGPQeANWvW4MmTJ3B1dUVycjL27dtXan21atXg5qbcsTK4oDsrK4ujl1MZvBFDRERERNrEAdYq5/Lly8jPzwcAhISEKNxmzZo1Sgfd58+fBwCcOnUKp06dKrO+efPmDLrL8+LFC213gYiIiIiIiNSoc+fOuHHjRoVee/r06TLLXs1sV4bBDaTWrl07nD17VtvdID3EgdSIiIiISBOY7a746OW6yOCCbo5eTopw9HIiIiIi0iWG/oy3lIJuI213QNOKioq03QUiIiIiIiIyEAaX6W7dujUuXLig7W6QHmKmm4iIiIg0zVBLzaWU6Ta4oNvFxUXpUebIcLC8nIiIiIh0lSGWmksp6Da48nJjY2Ntd4GIiIiIiIgMhMFNGWZjY8M5mYmIiIiISG9wDm/9ZnDl5e7u7nByctJ2N0jHsLyciIiIiPSBoZSas7xcj5mbm2u7C0RERERERGQgDC7oJiIiIiIi0leWDm6wdHCTZ7xJ9xncM91FRUV8ppuIiIiIiPRaycBb6qXm+s7ggu6srCxMnjxZ290gHcMbMURERERE0nLt2jUMGDAA48ePh7+/PwDAw8MDDx6U/7x4nz59EBoaCgDIz8/HypUrsW/fPmRmZqJBgwYYPnw4evfurVI/DC7ozs/P13YXiIiIiIiIKo2jmpevoKAA06ZNQ2FhYanl06dPR3Z2dpntN23ahN9++w0eHh4AAEEQ4O/vj9jYWLi5ucHd3R2//fYbgoKCcO/ePUyaNEnpvhhc0A0wq0lERERERNLBUvOyvv32W9y+fbvM8s6dO5dZdvHiRVy9ehVDhw5Fly5dAABHjx5FbGwsevTogbCwMMhkMgBAzZo1ER0djW7duqFhw4ZK9cUgg26Wl9OreCOGiIiIiEgarl+/jujoaEyYMAHLly9/7baFhYWYNWsWqlevji+//FK+/JdffgEATJo0SR5wA8Do0aOxatUq7NmzB0FBQUr1h6OXExERERER6TmOav5SYWEhpk+fjo4dO8LT0/ON2+/YsQN3795FYGAgqlSpIl+ekpICKysr1KlTp9T21tbWqFatGhITE5Xuk0FmupnVJCIiIiIiKTL0UvPVq1fj/v37+Pbbb/Hs2bPXbvvixQtER0ejfv366NWrV6l1VlZWyMvLQ0FBAUxNTeXLi4qK8OzZM6SnpyvdJ4MMulleTq/ijRgiIiIiIt2RlpZWbmBrZ2cHe3v7Mstv3ryJqKgozJkzB/b29m8Muo8fP46HDx9i7ty5pUrIAcDJyQnHjh3D0aNH4eXlVeo1BQUFyMvLU/q9GGTQTUREREREJFVSGNV827ZtiIyMVLjOz89PPgVYsRcvXmDatGlo1aoV+vfvr3QbVatWVTgFWP/+/bFhwwbMmTMH+fn5cHZ2xtWrVxESEgIbGxsYGxsr/V4MMuhmVpOIiIiIiKROn0vNvb295dN3vcrOzq7MsrVr1+LGjRvYvHkzMjIyAECe6c7JyUFGRgasra1hZmYGAMjOzsa5c+fg5eUFCwuLMvuztbXF2rVrERAQIB8wrUqVKggMDMS+fftUei8GGXSzvJxexRsxRERERES6w97eXmEJeXni4uJQUFCAAQMGlFm3du1arF27FgsWLEDfvn0BAGfPnkVBQQG6du1a7j4dHR1x6NAh3LhxAzk5OWjUqBGsrKwQFRWFtm3bKt03gwy6iYiIiIiIDIEUSs2VERQUhKdPn5Za9vDhQ0yfPh29evVC79698cEHH8jXJSQkQCaToU2bNgr3d+fOHVy8eBGfffYZHB0d5cvv3r2LR48ewdnZWem+GWTQzawmEREREREZEn0uNVdG06ZNyyy7ffs2AKBOnTpo3759qXXXrl1D3bp1YW1trXB/SUlJCA4OhqmpqTw7XlRUhKVLl8LGxgY9e/ZUum8GGXSzvJxexRsxRERERCR1hpL1Vsa9e/fw3nvvlbu+Xbt2aNq0KebNm4f79++jZs2aOHz4MM6cOYPw8PByg3VFDDLoJiIiIiIiIsOVmZmJJk2alLve1NQU0dHRWLJkCXbs2IHnz5/D0dERa9asgZubajcsZIIgCJXtsD5p1aoVLl68qO1ukB4yMaut7S4QEREREamFrme7C/MfaLsLamNwQbeLi4vKdyZI+pQpL2fQTURERERSosvPeEsp6DbSdgeIiIiIiIiIpMrgMt0sL6eKYqabiIiIiKRIF0vNpZTpNrigm+XlpAjLy4mIiIjIkOlaqbmUgm6WlxMRERERERGJxOAy3Swvp4pippuIiIiIpE5XSs2llOk2uKCb5eWkCMvLiYiIiIhe0oVScykF3SwvJyIiIiIiIhKJwWW627Rpg/Pnz2u7G6SHmOkmIiIiIkOizVJzKWW6DTLobt++vba7QTqG5eVERERERGVpq9RcSkE3y8uJiIiIiIiIRMKgm4iIiIiIiBSydHCDpYObPONNqjO48vJ27drh7Nmz2u4G6SGWlxMRERGRIdNkqXlFy8sTEhIQERGBa9euwdzcHO7u7ggMDES1atXk26SmpiI8PBwnT55EYWEhmjdvDn9/f7Ro0aLUvvLz87F69Wrs378fycnJeOutt9ChQwd8+eWXqFGjhtJ9Mrigm890kyJ8ppuIiIiI6PV0Pei+dOkSfH190aBBAwwYMABPnz7F+vXrUb16dezatQvW1tbIyMhAv379kJKSggEDBqBhw4Y4fPgwLl++jJUrV6Jjx47y/U2dOhV79uyBl5cXWrdujfv37yMmJgbvvPMOdu/ejbffflupfpmo/E6IiIiIiIjI4BQH29oc1fx1Fi1aBFtbW2zevBlvvfUWAKBJkyYYP348du/ejWHDhiEqKgrJycmYN28eBgwYAAAYPHgwRowYgTlz5uDw4cMwMzPDr7/+ij179mDkyJGYOnWqvI127dph9OjR2LhxIyZOnKhUvwwu6DYyMlIqq0lERERERERllXzGW1eC7/z8fFStWhX9+vWTB9wA0Lp1awBAYmIiAOD48eOoXbs2+vfvL9/G2NgYI0eOxIQJE3DmzBl06tQJ586dAwD069evVDtubm6oWrUqEhISlO6bwQXdRUVFmDx5sra7QTqGN2KIiIiIiPSXmZkZVq9eXWZ5cbBdq1YtAC+f53Z1dYVMJiu1Xd26dQEA165dQ6dOneDj4wM3NzfUq1ev1Ha5ubl4/vw5TEyUD6UNLugmIiIiIiKiytH1UvPU1FRcunQJCxcuRPXq1eHt7Q0AsLKyQlZWVpntnzx5AgBIT08HAFhbW6Nx48Zlttu8eTMKCwvh4uKidF8MLuhmeTkREREREZF6iFVqnpaWJg+AX2VnZwd7e/tyX1tYWAh3d3e8ePECxsbGmD9/vny0cScnJ5w/fx7JyclwcHCQv+bIkSMAgLy8vHL3+/vvv2P58uV4++23MWjQIKXfi8EF3SwvJ0V4I4aIiIiISHds27YNkZGRCtf5+fnB39+/3NcWFhYiNDQURkZG2LFjB4KCgpCSkoLx48dj3LhxOHXqFMaOHYsZM2agdu3aOHz4MPbu3QsTE5Nyy8avX7+O0aNHo6CgAMuWLYOtra3S78Xgpgxr1aoVXF1dtd0N0jGcMoyIiIiIqHLUWWqenHS5wpnukoqKiuDj44OrV6/i5MmTsLW1xYEDBzB37lw8ffoUAFC7dm2EhIRg9OjRGD16NL766qtS+7h48SK++OILZGdnY8GCBejVq5dK78XgMt0ymYxZTSIiIiIiIjVTZ6m5vb290oH16xgZGcHT0xOXL1/G7du34eLigu7du6Nz585ITEyEubk5HB0dcffuXQiCIB9QrVhsbCwmTpyIoqIihIeHw8vLS+U+GFzQLQgCy8upDN6IISIiIiLSX/fu3cOoUaPg7e2NsWPHllpXPHCahYUFLly4gIcPH6JXr15o0aKFfJv4+HgAgLOzs3zZ2bNn4efnBxMTE0RGRqJDhw4V6ptRhV6lx4yMDO4tExERERERaYSlg1upjLem1KlTB9nZ2di+fTtycnLky//++2/s3LkTNWvWROPGjXHy5ElMnToVf/31l3ybjIwMrF27Fu3atcP7778P4OUo5gEBAZDJZFizZk2FA27AAJ/p7tixI06cOKHtbpAe4jPdRERERETKq8wz3oX5D1R+zeHDhzFx4kQ0btwYffv2RW5uLrZu3Yq0tDSsWrUKbm5uSEpKQu/evWFra4shQ4ZAJpNhy5YtyMzMRExMDD744AMAwPz58/H999/D1dUVPXv2LNNWtWrV4Oam3HszuKDb3d0dTk5O2u4G6RgOpEZEREREpH4Vfca7IkE3APz888+Ijo5GYmIiTE1N4ezsDH9/fzRr1ky+zbVr17B48WL8+uuvMDExQatWrRAQEIAGDRrIt+nVqxeuX79ebjvNmzfH9u3bleqTwQXdnp6eCic5J8PGoJuIiIiISP00HXTrIoMbSK1x48YcNIuIiIiIiEgDioNtdU4npm+Y6SYCM91ERERERGJTJestpUy3wQ3lnZeXp+0uEBERERERkYEwuPJyU1NTlpcTERERERFpmKGWmhtceTlHLydFWF5ORERERKQ5byo1Z3m5HmN5OREREREREWmKwWW6P/74Y5w+fVrb3SA9xEw3EREREZF6lVdqLqVMt8EF3W3atEH79u213Q3SMSwvJyIiIiLSDkWl5lIKug2uvNzKykrbXSAiIiIiIiIDYXCjlzs5OXH0ciIiIiIiIh0h9VHNDa68fMSIEbC1tdV2N0jHsLyciIiIiEj7ikvNTas30HJP1Mfgystr1aql7S4QERERERGRoRCI6I1SU1OF5cuXC6mpqWyDbbANtsE22AbbYBtsg22wDR1tQxcZXKabqCLS09MRGRmJ9PR0tsE22AbbYBtsg22wDbbBNtiGjrahixh0ExEREREREYmEQTcRERERERGRSBh0ExEREREREYmEQTcRERERERGRSBh0ExEREREREYmEQTeREuzs7ODn5wc7Ozu2wTbYBttgG2yDbbANtsE22IaOtqGLZIIgCNruBBEREREREZEUMdNNREREREREJBIG3UREREREREQiYdBNREREREREJBIG3UREREREREQiYdBNREREREREJBITbXeASB88f/4cX3/9NUaPHo33339f2915o1u3bmHPnj1ITExEeno68vLyYGxsDBsbG9SpUwcuLi7o3r07qlSpovK+f/75ZzRt2hQ1atQotfzRo0f49ttvcf78eWRnZ6NOnTro2bMn+vXrV+H3kZmZiWPHjuH333/Hw4cPkZOTA5lMBmtra9SoUQPNmzeHh4cHqlatWuE2xJaTk4P9+/ejdu3acHV1BQCkpaVh9erVOH/+PJ4/fw4HBwd06dIFgwYNgqmpaYXaEfOYA8DTp0+xceNGJCQkwNjYGK1bt4a3tzdsbGzKbHvq1ClERkZi69atFWqLDIOmfhti0+Q5URMuXLgg/523atUKLVq0ULjd9evXcfDgQXz55Zca7qH2afuYP336FH369EF4eHi5x0fXPH78GFWrVi31Oz5y5AjOnj2LoqIitG/fHl27dhWlbXV+XmJfl4h9XtTkeVcK13DqxCnDiJSQmZmJ9u3bY/369Wjbtq22u/NaK1asQHR0NAoLC1GtWjU8e/YMBQUFsLGxQb169fDgwQM8evQINjY2mD17Nry8vFTaf+PGjbFo0SL06NFDvuz+/fvw8fFBeno6HBwc8M477+Cvv/7C06dP4ebmhsjISJiZmanUTnR0NL799lvk5OQAAGxsbGBhYQGZTIacnBz8/fffAABLS0tMnDgRI0eOVGn/mpCamorhw4fj3r17GDduHAICAnD79m34+voiIyMDDg4OqF69Oh48eIDHjx/jww8/xMaNG2Ftba1SO2If87S0NPj4+CApKQlVq1bF8+fP5W0tXLgQbm5upbbfv38/goKCkJiYqFI7AIN7ZX3yySfo3LkzpkyZAhMT/bt/rqnfhiZo6pwIiHvBXFBQgICAABw/fhzFl4YymQxt2rRBaGgoatasWWr7yvzOAc1ckIt1M1KTx1yRzMxMtGvXDhs2bFDbNYlYx2PXrl1YunQpHj9+DDMzM4wcORIBAQEIDAzETz/9JN9OJpPBzc0NUVFRaj+nqevzEvu6ROzzoibPu1K4hlM3/ftLTSSCYcOGvXZ9YWEhBEFAaGio/A+OTCbD999/r3Qbd+/erVDf6tevr/S2e/fuxcqVKzFhwgR8/vnnsLa2hiAI+PnnnzF79mz07t0bgwcPxt27d7F06VJ89dVXePvtt9G+fXul21B0n27evHl49uwZVq9ejQ4dOgAAXrx4gQ0bNiAsLAyrV6+Gn5+f0m3ExMRg6dKl8PLygq+vL5o0aVLmYiU/Px+///47Nm3ahEWLFqFKlSoYOHCgUvvftm2b0n0pydvbW6XtFy1ahNTUVCxfvhweHh4AgDlz5qCgoKDMH/99+/ZhxowZWLp0KWbNmqV0G5o45kuWLMGjR4/w3XffwdXVFXl5eYiJicGKFSswYcIEhIaGonv37sp/MOVQFNyfOnUKGzZsUBjcZ2Rk4MqVK0rvXxPHXVPfrQcPHshvToSEhODDDz+sULvlEft8pYnfhqaOhSbOiUDZC2ZXV1eFF8x37tzBN998gz179qh0wRwVFYWff/4ZY8eOhZeXFzIyMrBx40bExsZi4MCBWLduHT744AOV+lweZS7It2zZUqkL8tfdjKxatSrOnj2LH3/8EUuWLFH5ZqTYx9zR0REymey128hkslKfi0wmw7Vr15R+DyWJdTx++uknzJgxA/Xq1UOXLl1w7949REdH4/79+zh06BC+/PJL9O/fH4IgYNu2bVi+fDlWr16NL774QqX+a+LzEvu6BBD/vKiJ8y6gmc9KHzHoJgKQlJSE5ORkmJqaKsyoFf+BffjwIR49elShNlTNLhZTJYuwceNG9OnTB5MmTZIvk8lk6Ny5MwoLCzFz5kz06dMH9evXx7Jly/D5558jKipKpQDsVYWFhTh9+jTGjx8vv9AAAGNjY3z++ee4efMm9u/fr9IF5qZNm9CtWzcsWbKk3G3MzMzQsmVLtGzZEkVFRfj++++VPmGvWLECjx8/BqD44kkRmUym8sX4uXPnMHLkSHz66acAXv6RiY+PR1BQUJm77b169cL169fx448/qvQHThPH/OTJkxg6dKg8s2Zubo5Ro0ahdevWGD16NKZOnQpTU9NKlwaKHdxr4rhr6rsFvPzOnDp1Cv3790ffvn3h5+dXJhtZUWKfrzTx29DksShJjHMiIP4F848//ogePXqUKhdv3749tmzZgq+//hrDhw/Hpk2b0KBBA5X6/SpNXJBr4mZkSeo+5p9++imOHj0KMzMzdOrUqUzmt6CgAEePHkXr1q1RvXr1CvW5mJjHIzo6Gi1btsT3338vr7pYtWoVli9fDh8fH4wdO1a+7RdffIHbt29j3759Kgfdmvi8xL4uAcQ/L2rivAto5rPSRwy6iQAcOHAAixYtwvbt29G1a1cEBgbCyspKvj4jIwPt27dHREQE2rVrV6E2YmJiEBAQgPT0dHh5eamUwVbWnTt30L9/f4XrmjZtiqysLNy4cQPNmzeHTCaDp6cnFi1aVKk2i4qKUFRUhCZNmihc36JFCxw8eFClfaakpKiU2XB1dUVsbKzS2x88eBD+/v64cOECRowYIb+AVbfnz5/jnXfekf/byMgIRkZGcHBwULh9nTp1kJWVpVIbmjjmT58+RZ06dRTuf8OGDfD19cVXX30Fa2trfPzxxyrtuySxg3tNHHdNfbcA4OOPP0ZQUBDCwsKwZ88e7N27F56enhg2bBiaNWtWqX2Lfb7SxG9Dk8eiJDHOiYD4F8wpKSlwcXEps3zw4MGwtLTEtGnTMHLkSGzZsqXc46QMTVyQa/oGtLqP+YoVK3Dw4EHMmzcP9+/fxzfffFOqmiUjIwNHjx7FhAkTKnxNUkzM43H37l1Mnz691GMOPXr0wLJlyxT2u3Xr1jhy5IjK70ETn5fY1yWA+OdFTZx3Ac18VvqIQTcRACsrK8yZMweenp6YNWsWfvnlF4SEhMgv/t9UtqSMli1bYvPmzRg0aBASExMxf/58mJubV3q/Jdna2uLEiRPw8fEpsy4hIQEymQwWFhbyZSkpKaVuLigrLy9P/t9mZmZwdHTEnTt34O7uXmbb33//HdWqVVNp/++++y7i4uKUzjjFxcWplOGrWrUq1qxZg6FDh2LXrl0YOXJkmQFx1OGjjz7C1q1b0bt3b1SpUgUmJib4+OOPcfDgQXTp0qXUtgUFBdi7dy8aNmyoUhuaOOa1a9fGhQsXFB4PR0dHREVF4fPPP4e/vz/WrFmj0r5LEju418Rx19R3q5itrS3mz5+PUaNGYdWqVTh8+DB++ukn1KpVC127dkXbtm3RuHFj2Nvbq7Rfsc9XmvhtaPJYiH1OBMS/YH777bdx7949het69+6NJ0+eIDQ0FCNHjkRMTIxqnS9BExfkmrgZKfYx9/LyQtu2bRESEoKBAwdi1KhR8PPzg5mZmVquSYqJeTyqVq1a5lGVP//8E8DLxyVelZqairfeekvpvpQk9ucl9nUJIP55URPnXUAzn5U+4pRhRCW0bdsW+/fvh7u7O8aOHYtp06bh2bNnatv/u+++iyVLluDu3btYtWqV2vZbrGfPnjhx4gSCgoKQnJwM4OUzZf/9738xf/581K9fH40aNcLz58+xd+9ebNy4sVQpnLJmzZqFdu3aYejQoZg9ezbs7OywZs0a3Lp1S77NkydP8O2332LPnj3yzIyyhg0bhmPHjsHf3x9nz57F06dPy2yTnZ2NixcvYuLEiTh69Ogbn8t/lZmZGZYuXYqCgoJKZ/vLM3HiRNy9exf9+vXDvn378PjxY8yaNQuXL1/Gl19+iXPnzuH27ds4fPgwfH198dtvv2HcuHEqtaGJY96jRw8cPHgQixYtwu3bt/HixYtS61u1aoXly5ejoKAAo0aNwv79+1Xaf7Hi4F6R4uBeJpPB398fCQkJFWpDE8ddE2286oMPPsDixYsRGxuLyZMnw97eHt9//z3Gjx+Pjh07omnTpmjTpo1K+xTzfKWJ3waguWMh9jkR+N8Fc3Z2NgCUumB+VUUumN3c3LB582acOHFC4foRI0ZgwoQJuHfvHoYMGYKrV6+q/B6A/12QK6siF+TFNyMVUdfNSE0c82rVqiEiIgJLlizB7t270bNnzwqf+8oj5vHo2LEjNm/ejDVr1iAxMREHDx5EcHAwatSogdWrVyMpKUm+7a1btxATEyNPdlSEmJ+XJq5LxD4vauq8q4nPSh9x9HKicsTHx2PGjBnIzs6Gn58f5s6di3Xr1lW6lAsAwsLCcOvWLaxcuVKto3Tm5+fD398fJ06cgEwmg6WlJfLz8/HixQu88847WLt2LRo1aoTt27cjODgYTZs2xerVq1W6A3/27Fn88ccf+OOPP3Dz5k3cunVLfhHo5+cnf2bNw8MDycnJcHJywnfffafy6Jfr16/HihUr5AO7WFhYlBrYJTc3V778iy++wJgxY1Taf7GjR4/i5s2bGDdunCijQJ85cwbBwcFISkqCTCaDqakpjI2N5f0HXj5vWly+qeozTZo45gUFBZg1axb27t0LmUyGPXv2wNHRscx2Z8+eRUBAAP7++2/IZDKVRzWOjIzEypUrMXLkSPTr1w/16tWDsbFxqW1iY2Ph7+8PIyMjtGrVCqdPn67Q6MliH3ex23B0dERYWFip0ZNf9eTJE/zf//0frl27hj///BNPnjzB6tWrVW5LrPOV2L+NksQ8Fpo6J8bHx2PEiBF49913MWHCBLi6uuL58+cYOnQonJ2dMXDgQNjZ2eHWrVtYv349rly5gsjISHzyySdK7f/Ro0cYNmwY7t69i2rVqmHjxo0Kp8gsfia3mKq/v+Jz0aeffgofHx80adKkzIjY2dnZuHbtGjZt2oSjR49i5syZGDJkiNJtLF26FNHR0ejVqxcmTZoEBwcHvHjxAkePHsXs2bPxzjvv4ODBg3j+/DmOHDmCefPmwdPTE/PmzVNq/5o65iU9efIEX3/9NQ4dOoTu3bvjxx9/VMs1iZjHIzMzE8OGDcMff/whzzZ//PHH8PPzw9ChQ2FqaiovWb948SJsbGywY8eOSj2+UEyMz0sT1yVinxc1dd7V1DWcPmHQTfQaubm5WLJkCX744QcIgqC2oFtsR44cwS+//ILU1FRYWVnByckJ/fv3x9tvvw3g5XNWSUlJaNeunVouQJOSkvDHH3/g3Xffxb/+9S8AwLJly+Dg4IC+ffuWCZyU9ezZM/z888+4evUqUlNT5Rc1VlZWcHBwQJMmTdCpUyedn+OxqKgI58+fR0JCAu7evYtnz54hPz8flpaWqFGjBpo2bYrOnTvLj09FaOKY//rrrzh//jx8fHzKnWLn0aNHWL16NS5cuIC9e/eqtH9NBfdSoEzQrQ808dvQBrHOiWJfMOfl5WHTpk04f/48Fi5cWO7NudOnTyMsLAw3btyo0O9P7AtyTdyMfJVYx/xVx44dw9y5c5Geno7169er5ZpEzONRUFCAY8eO4f79+6hfvz48PDxgbGyMU6dOYcWKFbh58ybMzMzg6uqKL7/8ErVr1670+ylJ3Z+XJq5LxD4vauq8K5VrOHVh0E2khAsXLmDatGkIDw9HixYtKrWvnJwcXLt2DSYmJmjcuHG583amp6fjxo0blSq1ItJHYgf3UjBt2jQMGjQIzZs3F2X/e/fuRatWrdR+AUyVp60bFWlpaUhISIAgCHBxcYG9vT2ePXtW4WdwNXFBrukb0Jry9OlTXL9+HY0bN67w5/8qbQRI+fn5+Omnn+Dq6go7Ozu17fdVYnxeRKpi0E2khMzMTLRr167Sd0k3bNiA5cuXy+8mV6lSBaNGjcK4cePK3AXfv38/goKCKpRFuHDhAhISEmBsbIzWrVvDyclJ4XbXr1/HwYMHS00RU5E2WrVqVe7NiMq0IZasrCxYWloqzDwcPXoU586dw/Pnz1GnTh14eXmhXr16OtvOtGnT8Mknn6Bz584V6iP9z4kTJ5CYmAgLCwt06NCh0lMj/fXXX/j999+RnJyMnJwcyGQyWFtbo0aNGmjWrJlOB7SOjo6wsbHBN998I+p3SxPnqvKo+3gD+n3MAeCPP/5AVFQUbty4AXt7e4wePRqurq7YsmULFixYgIKCAgiCAFNTU/j7+5ea8skQaevvoBjfXW3IzMxE+/btsX79+jIj8KuTOj4vTf+tFeNcoqlrH16XKMagmwgvnyV9ndzcXHz33Xfo3bs33n33XQAvRzT/97//rXQb+/btQ1BQEFq0aIFu3brh8ePH2LVrFx4/fozWrVsjKiqqVFavIkF3QUEBAgICcPz4cfm8tDKZDG3atEFoaGiZwU90tQ2xNW7cGIsWLSpVmpuTk4Px48fjwoULpeb0NTExwcSJEyt0camJdhwdHSGTyTB06FB8+eWXsLS0VLmfukITf6ivX7+OqKgoJCYmolatWpgwYQJatWqFCRMm4NSpU/JjYmxsjAkTJqg8lzLw8tnb0NBQXL16tdz5oWUyGZycnBAUFFRujiyngQAAFO9JREFUoPk6Yl88OTo6omrVqnj27Bk8PDwwdepUhSPLV5SmziOaON6ANI7577//Dl9fXxQUFKBevXpIT09HVlYWZs2ahblz58LV1RV9+/aFIAjYsWMHzp07h8WLF1d4TveCggKcOXMGiYmJSE9PR15eHoyNjWFjY4O6deuiZcuWogWTz58/x9dff43Ro0crfG79TTTx/dXUd/dNKhOwauLaqpjYn5em/taKeS7R1LWPlK5L1El/ammIRPTtt9/KR2R+3UmuZBmrqn8YNmzYAGdn51JTrYwfPx4zZszAwYMHMWrUKKxfv75CU3gVi4qKws8//4yxY8fCy8sLGRkZ2LhxI2JjYzFw4ECsW7cOH3zwQYX3r6k2Xp1iRFnKziWs6BgvWrQI58+fx+effw4fHx+88847uH37NiIjI7F06VLUqlVL5ednNdVO06ZNERMTgyNHjiAwMBA9e/ZU6fVvIvbxKFY817RYf6ivXbuGwYMHw8jICA0aNMD169cxZswYDBo0CKdOncLnn3+Ozz77DNnZ2Vi7di1WrlyJBg0aqBRUnD17FqNHj4aDgwMCAgLQpEkT2Nvbl3o+Mi0tDb///jt27dqFYcOGYd26dQrnR36dVq1aKX3xFBUVVaGLp+nTp+PBgwdYtWoV4uLi0KdPHwwfPlwtgZAmziOaON6AdI754sWL8fbbb2PDhg147733kJeXhylTpsgD7pLTAXp5eWHw4MFYv359hYLuuLg4zJ49Gw8fPixzof/ixQsIggCZTIb27dtj+vTpFQqMXycvLw979+5Fr169KrRvsb+/yn53s7KysG7dugp/d4spG7CGhYWpFLBq4toK0NznJfbfWrHPJZq6JgHE/6z0kkBEwtWrV4WePXsKTZs2FaKiooTbt2+X+t/ly5eFRo0aCbt37y61XBUfffSR8MMPPyhcN2vWLKFRo0bC0KFDhby8PEEQBGHfvn2Co6OjSm188sknwldffVVm+ebNm4XGjRsL7du3L9VvXW3D0dGxQv9TVqNGjYT9+/fL/11UVCS0bNlSmD59eplti4qKhKFDhwp9+/ZV6T1oqp3iNi5cuCB07dpVcHR0FLy8vITt27fLv0uVJfbxKPle+vfvLzRu3Fjo0KGDsG/fPrX0v9iYMWMET09PIT09XRAEQcjKyhJ8fHwER0dHITg4uMz2gwcPFvr3769SG97e3kK/fv2E58+fv3Hb7OxsoU+fPoKPj49KbQhC2e+WIAjCnDlzhEaNGgmLFi0SkpKShJycHOH3338Xxo8fLzg6OpbZXtn937t3TwgICBAcHR2Fxo0bC6NHjxZ2794tPHnyROV+F9PEeUQTx1sQpHPMnZychPXr15daduvWLaFRo0bCTz/9VGb7jRs3Cs2aNVP5fVy+fFlo2rSpMHToUOH48ePCrVu3hIsXLwrffPON0Lp1a+H06dPC7du3ha1btwpdunQR2rRpI9y9e1elNnx9fV/7v8GDBwuNGjUSevXqJV82bNgwpfcv9vdXU99dQXh5/dOsWTPByclJ6Nu3r9CqVSuhSZMmwtdffy04OjoKYWFhwrVr14SLFy/Kv1eKvg/l7VvsaytB0MznpYm/tWKfSzR97SPmZ6WPmOkmAvDhhx9i165dWLVqFVauXInExET5tCLAy+eOAKBmzZoVzvKYmZnJByZ5VUhICJ49e4ZDhw5h0qRJbyzJKk9KSorCO56DBw+Wj2Y7cuRIbNmypcJTcmiijZiYGAQEBCA9PR1eXl4qZ0xVlZeXh+zsbHTq1KnMOplMBk9PT4SFhel0O61atcJPP/2E7du3Y/Xq1Zg1axbCw8Ph4eGBrl27onXr1hWuotDk8Rg2bBhq1qyJWbNmISgoCNHR0RgxYgR69epV7qCDykpISEBAQACqV68O4OWYCpMmTcKwYcPg5uZWZnsvLy+Vj8f169cxdepUpbL0VlZW8Pb2xsKFC1VqQxFBELB//37069cPU6ZMkS9v0qQJoqKiMGzYMGzYsKFCGYu6deti6dKlmDhxImJiYrBv3z7ExcXBxMQEjo6O+PDDD1GrVi289dZbGDp0qFL71MR5RBPHG5DOMZfJZMjPzy+1rPjfxdnKkl68eFGhwcdWrFiBFi1a4Pvvv5dPIwUALi4usLOzQ3BwMI4dO4YGDRrg008/xZAhQ7Bs2TIsXbpU6TaSkpKQnJwMU1NT2NjYlFkv/JPxe/jwIR49eqTyexD7+6up7y4AREREwMHBAZs2bUL16tWRnZ2NsWPHIiYmBgMHDsRXX30l39bFxQU+Pj5KVzho4toK0OznJebfWk2fS8S+9hHzs9JHDLqJ/mFiYgJ/f398+umnmD59Ory8vDB16lT06dNHLftv0aIFNm/ejL59+8r/MJS0aNEiPH36FLGxsZg0aVKFBmx7++23ce/ePYXrevfujSdPniA0NBQjR44sVeaua220bNkSmzdvxqBBg5CYmIj58+fD3Ny8QvsqT8mLPQsLC9SqVQvPnj1TuO2jR48qHPBpqh3g5bNqgwcPhre3N37++Wds27YNBw4ckE/BVadOHTg4OOCtt94qNc/um2jieJQk1h9qS0vLMje+HB0d0apVK4XbP3v2TOXjUa1aNZXK8f/880+1XHRo4sZR/fr1MXPmTAQFBeH8+fM4ceIELl26hL179yI/P1/+DJ8yNHEe0cTxBqRzzFu2bCkf0KpZs2Z49OgRFixYABMTE8TExKBbt27yIDsnJwc7duyo0Oj5V65cweTJk0udG4t5enpi8eLFuH79OhwdHVGtWjUMGjRI5fnlDxw4gEWLFmH79u3o2rUrAgMDS33mGRkZaN++PSIiInTyb62mvruA+AGr2NdWgGY/L0C8v7WaOJdo8poEEO+z0kcMuole4ejoiB07diA6OhrBwcE4cOAAJk+eXOn9+vv7Y9iwYejatSs6dOiAKVOmlLoDbmpqipUrV8LPzw/Hjh1DbGysym24ublh8+bNaNOmDTp27Fhm/YgRI/D3339j1apVGDJkiMKLNV1oAwDeffddLFmyBMOHD8eqVasQEBBQof2UZ+nSpTh69Cjef/99fPDBB/LR6bt161bqLnNCQgI2bdqE9u3b63Q7JRkZGeHTTz/Fp59+iufPn+PMmTNISEhAYmIi/vzzTzx58kTlfYp9PF4lxh/qNm3aYMOGDfj444/x0UcfAQCqVq2KTZs2ldn2jz/+wA8//IDWrVur1G9PT09s3LgRtWvXxsCBA2FhYaFwu/z8fOzYsQM//PADBg8erFIbxTR98VTM1NQUrq6u8ukMX7x4geTkZHnWShmaOI9o4ngD0jnmgYGBGDJkCLy9vWFlZYXnz5/DwcEBc+bMwcyZM9GvXz94eXmhqKgIe/fuxYMHDzB37lyV34OxsTFu3bqlcN2DBw8gk8mQl5dXanlhYaFKbVhZWWHOnDnw9PTErFmz8MsvvyAkJET+nVUU8KtC7O+vpr67gOYCVrGurQDNfl4lqftvrSbOJdq4JgHEuS7RNxy9nOg1bt68iWnTpuGPP/5AQUEB1q1bV6kpw27fvo2FCxciPj4eP/74o8IpH168eIHly5dj3bp1KCwsVGm000ePHmHYsGG4e/cuqlWrho0bNyocJGbVqlWlAhVda6OksLAw3Lp1CytXrlTbPKoRERG4desW/vjjD9y/fx9FRUUAXl6ITZgwARMnTgQADB8+HBcuXEDVqlWxZcsWlcvfNNGOo6MjwsLCKlQ2XBFiHI9ib3ovr/6hvnfvHp48eYLLly8rtf+HDx9i8ODBSE1NRYcOHRAdHa1wuy+++AInT56EpaUltm7dqtJASzk5OZg8eTJiY2NhamqKBg0aoGbNmvKBcHJzc5GWlobbt28jLy8Pbm5uWL58ucqDxjk6OqJ27dpo2rSp/OLp1KlT+O2337B9+/YyF0/jxo1D+/btlb5BIfb3ShPnEWWP94QJExAXF1eh4w1I55gDwL1797B+/Xrcv38f9evXx5gxY1CjRg0sW7YM69atkwfDNWrUwOzZs+Hh4aHSewCAKVOm4ODBgwgJCUG/fv3ky1NSUjBmzBikpaUhLi4OZmZmuH//Pj7//HPUrVsX3333ncptAS+PT3h4OLZs2YJevXph+vTpKCwsrNQ0oGJ/fzX13QVe3mw5ffo01qxZIw9Yy/PHH39gxIgRcHJywsqVK1Vuq5i6r6008Xlp4m+t2OcSTV37aPq6RF8w6CZ6g6KiInz33XeIi4vDtGnT8OGHH6pln0ZGRq/dJiMjA5cuXVJ5+qS8vDxs2rQJ58+fx8KFC1GtWjWF250+fRphYWG4ceOGygGxJtrQlNzcXNy6dQs3b97EH3/8gXbt2qFDhw4AgM8//xy2trYIDAxErVq11NLOjRs3cOvWLbW14+HhgRkzZuCTTz6pVP90gSb+UD958gTr1q3DixcvSj0HW5K3tzfs7e3xn//8p8LTZJ0+fRoHDhzAtWvXkJqaiuzsbAiCgCpVqsDBwQFNmjSBp6enPPOmKrEvnh48eIBq1aqJOtWLJs4jmjrexf3U52P+JllZWbh79y7Mzc3xr3/9q8LZ4tTUVAwaNAgpKSmoXbs2PvjgA2RnZ+O3335Dfn4+wsPD4eXlhf3792Pq1KmwtrbGxo0b4ejoWKn+x8fHY8aMGcjOzoafnx/mzp1bqWBP7O+vpr67mrgZqYi6r63E/rw0+bdW7HMJIO61j5SuS9SJQTeRAfn7779x+/ZtWFhYoHHjxpDJZHj27BneeustnWwjJycH165dg4mJCRo3blxuSVt6ejpu3LhRqT9AJeXn5+PgwYP4+OOPYWdnV+n9Kfs+Hj16hOvXr1fofWjrswIUH/OK0NQfal06HpVpo5imbhxpUvFv0NXVVf6sqbrPVer+nZfnyZMnuHPnTqV/HyXp+zHPzMzEypUr8csvvyA1NRVWVlZwcnLC2LFj5QOUXbx4ESdPnsSgQYMUVoVVRG5uLpYsWYIffvgBgiBUOsOqynn34sWLFZ7S61Xq/u5q8uaUNqjrbxSgmb+1mvz7UZKmzonqPB56RStjphORaLKzs4VNmzYJ06dPF1asWCGkpaUJgiAI0dHRQrNmzeTTObm7uwunT5/W2TbWr18vtGjRQr4vZ2dnYeXKlUJhYWGZbSsyndDrZGRkCI6OjsLZs2crvS9NvA9NtKGJY64J2jgeLi4uGvvuSkXxb/DMmTOit6GO3/mrv4/iqYv07fdhKBISEoQVK1YI9+/fr/A+pPI3Siqkcl2izb8fYp4T9fWaQZ04kBqRhGRkZMDHxwd//vmnfNm2bdswZcoULFmyBE5OTvD09ERWVhZ27tyJcePGYcuWLWjatKlOtbFv3z6EhoaiRYsW6NatGx4/foxdu3ZhxYoVOH/+PKKiolClShWl9/eqN03JlpubC0EQsHfvXsTHxwN4WcL573//W6V2xH4fmmpDE8dcE6RyPKRA2d/gvn37kJCQAED136CmfudS+X0YkpYtW6Jly5YVfr1U/kZJhRSuSzTRBs+J2sXyciIJmTlzJv773/8iPDwcrVu3xrVr1zBlyhSkp6ejVatWWLdunbyM5++//0afPn3QsGFDfPvttzrVRp8+fWBlZVVqqpWcnBzMmDEDBw8eRPPmzbF+/Xr5VBn79+9HUFCQ0s/LNW3aVD7vbHmnQJlMVmqdTCZT+XlSsd+HptrQxDHXBKkcDynQxG9QU79zqfw+SHlS+RslFVK4LtFEGzwnapnGc+tEJJr27dsLkZGRpZYdPHhQcHR0FH766acy20dHRwvOzs4618ZHH30k/PDDDwrXzZo1S2jUqJEwdOhQIS8vTxAE1Uusrl69KvTs2VNo2rSpEBUVJdy+fbvU/y5fviw0atRI2L17d6nlqhL7fWiqDU0cc02QyvGQAk38BjX1O5fK74OUJ5W/UVIhhesSTbTBc6J2sbycSELy8vJgY2NTalnLli1hZGQkH+m2JEtLSxQUFOhcG2ZmZmXmDS0WEhKCZ8+e4dChQ5g0adIby6UU+fDDD7Fr1y6sWrUKK1euRGJiImbPno133nkHAOTzDdesWbNSI/+K/T401YYmjjmACg0GI5PJEBcXp9S2UjkegPifldg08RvU1O9cKr8PTdHE+9D3c4mmvruANL5XUrgu0UQbUjsn6pvXz1lERHqlcePG2L59e6mTdo0aNfDrr7/i008/LbVtXl4edu/ejcaNG+tcGy1atMDmzZvx6NEjhesXLVqEjz/+GLGxsZg0aRKePXum0v4BwMTEBP7+/ti5cyeSkpLg5eWFPXv2qLyf19HE+9BEG5o45gDg6+uLJ0+e4PHjx6hRowbq16//xv/Vq1dP6f1L5XgA4n9WmqCJ36Am2pDK70NTNPE+pHAu0cR3F5DG90oq1yVS+V5p6pyod7Sdaici9YmPjxeaNGkiuLq6ChEREeVut2bNGuHTTz8VHB0dhePHj+tcG1euXBGaN28utGzZUggICBAePHhQZpucnBzh888/Fxo1aiQ0adKkUiW6hYWFwsqVK4WmTZsKo0aNEn777TehUaNGlR45WRPvQxNtaOKYF4uNjRWaNGkijB8/vkKvfx2pHI9iYn5WmibWb1ATbUjl96FJmngf+n4uKUns34e+f6+kcl0ile+VJs+J+oRBN5HEJCQkCN7e3sK4cePK3eaTTz4R2rZtKxw+fFhn27h165YwZswYoUWLFkJSUpLCbQoLC4UlS5YITZs2VctzsTdu3BD69u0rfPTRR2qbrkgT70MTbWjimBfbtGmT4OjoKOzZs6dS+1FEKsejmJiflTaI8RvURBtS+X1okibeh76fS14l5u9D379XUrkukcr3SpPnRH3B0cuJJKqgoACmpqYK1/3111+oU6eOfPRIXW6jqKgIRkavfxImIyMDly5dQufOnSvVVnF73333HeLi4jBt2jR8+OGHld5n8X7Ffh+aaEMTxxwABg4ciLS0NBw7dgwmJuoffkQqxwMQ/7PSNLF+g5poQyq/D03RxPuQwrnk1fbE+n1I4XsllesSqXyvNHVO1AcMuomIiIiIiIhEwoHUiIiIiIiIiETCoJuIiIiIiIhIJAy6iYiIiIiIiETCoJuIiIiIiIhIJAy6iYiIiIiIiETCoJuIiIiIiIhIJAy6iYiIiIiIiETCoJuIiIiIiIhIJP8PRLTQGok7legAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(M.toarray()[:500,:500])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:40.515941Z",
     "start_time": "2022-03-31T05:44:38.623399Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building kernel on X_pca\n",
      "Computing diffusion components from X_pca for waypoint initialization ... \n",
      "Determing nearest neighbor graph...\n",
      "Done.\n",
      "Sampling waypoints ...\n",
      "Done.\n",
      "Selecting 81 cells from waypoint initialization.\n",
      "Initializing residual matrix using greedy column selection\n",
      "Initializing f and g...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "39a439a4707c4c8cacb3eb87f31ae39f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/19 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Selecting 9 cells from greedy initialization.\n"
     ]
    }
   ],
   "source": [
    "# Initialize archetypes\n",
    "model.initialize_archetypes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:44:40.577252Z",
     "start_time": "2022-03-31T05:44:40.517814Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the initilization to ensure they are spread across phenotypic space\n",
    "SEACells.plot.plot_initialization(ad, model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:46:56.151515Z",
     "start_time": "2022-03-31T05:44:40.578896Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Randomly initialized A matrix.\n",
      "Setting convergence threshold at 0.00151\n",
      "Starting iteration 1.\n",
      "Completed iteration 1.\n",
      "Starting iteration 10.\n",
      "Completed iteration 10.\n",
      "Starting iteration 20.\n",
      "Completed iteration 20.\n",
      "Converged after 28 iterations.\n"
     ]
    }
   ],
   "source": [
    "model.fit(min_iter=10, max_iter=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ran for 29 iterations\n",
      "Ran for 34 iterations\n"
     ]
    }
   ],
   "source": [
    "# You can force the model to run additional iterations step-wise using the .step() function\n",
    "print(f'Ran for {len(model.RSS_iters)} iterations')\n",
    "for _ in range(5):\n",
    "    model.step()\n",
    "print(f'Ran for {len(model.RSS_iters)} iterations')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Accessing results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Convergence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:20.375111Z",
     "start_time": "2022-03-31T05:47:20.273762Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check for convergence \n",
    "model.plot_convergence()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SEACell Hard Assignments\n",
    "\n",
    "These can be accessed as folows:\n",
    "- in the modified anndata object in `.obs['SEAell']` \n",
    "- from the model using `.get_hard_assignments()` \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:22.153110Z",
     "start_time": "2022-03-31T05:47:22.143536Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SEACell</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCACTCGCTC-1</th>\n",
       "      <td>cd34_multiome_rep1#GTCGGTTCAAGTGTTT-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCACTGACCG-1</th>\n",
       "      <td>cd34_multiome_rep2#ACAACACTCATGCGTG-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCATAATCAC-1</th>\n",
       "      <td>cd34_multiome_rep2#CAGGTCCAGACACCGC-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAAATTCGT-1</th>\n",
       "      <td>cd34_multiome_rep2#GCCTCGACAGTAGCCT-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAGCATGTC-1</th>\n",
       "      <td>cd34_multiome_rep1#AAACATGCAGCATGTC-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     SEACell\n",
       "index                                                                       \n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  cd34_multiome_rep1#GTCGGTTCAAGTGTTT-1\n",
       "cd34_multiome_rep1#AAACAGCCACTGACCG-1  cd34_multiome_rep2#ACAACACTCATGCGTG-1\n",
       "cd34_multiome_rep1#AAACAGCCATAATCAC-1  cd34_multiome_rep2#CAGGTCCAGACACCGC-1\n",
       "cd34_multiome_rep1#AAACATGCAAATTCGT-1  cd34_multiome_rep2#GCCTCGACAGTAGCCT-1\n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1  cd34_multiome_rep1#AAACATGCAGCATGTC-1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad.obs[['SEACell']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:22.473973Z",
     "start_time": "2022-03-31T05:47:22.452338Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SEACell</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCACTCGCTC-1</th>\n",
       "      <td>cd34_multiome_rep1#GTCGGTTCAAGTGTTT-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCACTGACCG-1</th>\n",
       "      <td>cd34_multiome_rep2#ACAACACTCATGCGTG-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCATAATCAC-1</th>\n",
       "      <td>cd34_multiome_rep2#CAGGTCCAGACACCGC-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAAATTCGT-1</th>\n",
       "      <td>cd34_multiome_rep2#GCCTCGACAGTAGCCT-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAGCATGTC-1</th>\n",
       "      <td>cd34_multiome_rep1#AAACATGCAGCATGTC-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     SEACell\n",
       "index                                                                       \n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  cd34_multiome_rep1#GTCGGTTCAAGTGTTT-1\n",
       "cd34_multiome_rep1#AAACAGCCACTGACCG-1  cd34_multiome_rep2#ACAACACTCATGCGTG-1\n",
       "cd34_multiome_rep1#AAACAGCCATAATCAC-1  cd34_multiome_rep2#CAGGTCCAGACACCGC-1\n",
       "cd34_multiome_rep1#AAACATGCAAATTCGT-1  cd34_multiome_rep2#GCCTCGACAGTAGCCT-1\n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1  cd34_multiome_rep1#AAACATGCAGCATGTC-1"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.get_hard_assignments().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SEACell Soft Assignments\n",
    "\n",
    "Archetypal analysis returns soft assignments of cells to SEACells. The full assignment matrix can be accessed as the parameter ```model.A_```. However, the majority of single-cells are assigned to no more than 4 archetypes with non-trivial weight, so we return the top 5 metacell assignments as well as the corresponding assignment weights in the function ```model.get_soft_assignments()```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sitarapersad/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 300x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(3,2))\n",
    "sns.distplot((model.A_.T > 0.1).sum(axis=1), kde=False)\n",
    "plt.title(f'Non-trivial (> 0.1) assignments per cell')\n",
    "plt.xlabel('# Non-trivial SEACell Assignments')\n",
    "plt.ylabel('# Cells')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(3,2))\n",
    "b = np.partition(model.A_.T, -5)    \n",
    "sns.heatmap(np.sort(b[:,-5:])[:, ::-1], cmap='viridis', vmin=0)\n",
    "plt.title('Strength of top 5 strongest assignments')\n",
    "plt.xlabel('$n^{th}$ strongest assignment')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels,weights = model.get_soft_assignments()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCACTCGCTC-1</th>\n",
       "      <td>cd34_multiome_rep1#GTCGGTTCAAGTGTTT-1</td>\n",
       "      <td>cd34_multiome_rep1#AACCCGCAGTAGCTTA-1</td>\n",
       "      <td>cd34_multiome_rep2#TTGTCCGGTGAGGTGA-1</td>\n",
       "      <td>cd34_multiome_rep1#GTTGTGAGTAGTAAGA-1</td>\n",
       "      <td>cd34_multiome_rep2#AACTACTCAAGCGAGC-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCACTGACCG-1</th>\n",
       "      <td>cd34_multiome_rep2#ACAACACTCATGCGTG-1</td>\n",
       "      <td>cd34_multiome_rep2#TACTTCGTCAAACCTA-1</td>\n",
       "      <td>cd34_multiome_rep1#CATTCATTCAATCTCT-1</td>\n",
       "      <td>cd34_multiome_rep1#TGCAATATCGCTAAGT-1</td>\n",
       "      <td>cd34_multiome_rep2#GTTACGCCAAGGTGGC-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCATAATCAC-1</th>\n",
       "      <td>cd34_multiome_rep2#CAGGTCCAGACACCGC-1</td>\n",
       "      <td>cd34_multiome_rep1#ATTAGTCCACCTGCCT-1</td>\n",
       "      <td>cd34_multiome_rep1#TAGCTAGGTAGGTTAT-1</td>\n",
       "      <td>cd34_multiome_rep2#ACCGGCTAGCTTAGTA-1</td>\n",
       "      <td>cd34_multiome_rep2#CAGGACCTCCCTCAAC-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAAATTCGT-1</th>\n",
       "      <td>cd34_multiome_rep2#GCCTCGACAGTAGCCT-1</td>\n",
       "      <td>cd34_multiome_rep1#CAAGTGAAGCTTCTCA-1</td>\n",
       "      <td>cd34_multiome_rep1#GGACATAAGTTAGAGG-1</td>\n",
       "      <td>cd34_multiome_rep2#GGACGGATCCTAGTCC-1</td>\n",
       "      <td>cd34_multiome_rep2#GTACGTAGTTGTAAAC-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAGCATGTC-1</th>\n",
       "      <td>cd34_multiome_rep1#AAACATGCAGCATGTC-1</td>\n",
       "      <td>cd34_multiome_rep2#CAGGACCTCCCTCAAC-1</td>\n",
       "      <td>cd34_multiome_rep1#CGATTTGCAGGCAAGC-1</td>\n",
       "      <td>cd34_multiome_rep2#TGTATCGCAATAATCC-1</td>\n",
       "      <td>cd34_multiome_rep2#ACAACACTCATGCGTG-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                           0  \\\n",
       "index                                                                          \n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  cd34_multiome_rep1#GTCGGTTCAAGTGTTT-1   \n",
       "cd34_multiome_rep1#AAACAGCCACTGACCG-1  cd34_multiome_rep2#ACAACACTCATGCGTG-1   \n",
       "cd34_multiome_rep1#AAACAGCCATAATCAC-1  cd34_multiome_rep2#CAGGTCCAGACACCGC-1   \n",
       "cd34_multiome_rep1#AAACATGCAAATTCGT-1  cd34_multiome_rep2#GCCTCGACAGTAGCCT-1   \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1  cd34_multiome_rep1#AAACATGCAGCATGTC-1   \n",
       "\n",
       "                                                                           1  \\\n",
       "index                                                                          \n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  cd34_multiome_rep1#AACCCGCAGTAGCTTA-1   \n",
       "cd34_multiome_rep1#AAACAGCCACTGACCG-1  cd34_multiome_rep2#TACTTCGTCAAACCTA-1   \n",
       "cd34_multiome_rep1#AAACAGCCATAATCAC-1  cd34_multiome_rep1#ATTAGTCCACCTGCCT-1   \n",
       "cd34_multiome_rep1#AAACATGCAAATTCGT-1  cd34_multiome_rep1#CAAGTGAAGCTTCTCA-1   \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1  cd34_multiome_rep2#CAGGACCTCCCTCAAC-1   \n",
       "\n",
       "                                                                           2  \\\n",
       "index                                                                          \n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  cd34_multiome_rep2#TTGTCCGGTGAGGTGA-1   \n",
       "cd34_multiome_rep1#AAACAGCCACTGACCG-1  cd34_multiome_rep1#CATTCATTCAATCTCT-1   \n",
       "cd34_multiome_rep1#AAACAGCCATAATCAC-1  cd34_multiome_rep1#TAGCTAGGTAGGTTAT-1   \n",
       "cd34_multiome_rep1#AAACATGCAAATTCGT-1  cd34_multiome_rep1#GGACATAAGTTAGAGG-1   \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1  cd34_multiome_rep1#CGATTTGCAGGCAAGC-1   \n",
       "\n",
       "                                                                           3  \\\n",
       "index                                                                          \n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  cd34_multiome_rep1#GTTGTGAGTAGTAAGA-1   \n",
       "cd34_multiome_rep1#AAACAGCCACTGACCG-1  cd34_multiome_rep1#TGCAATATCGCTAAGT-1   \n",
       "cd34_multiome_rep1#AAACAGCCATAATCAC-1  cd34_multiome_rep2#ACCGGCTAGCTTAGTA-1   \n",
       "cd34_multiome_rep1#AAACATGCAAATTCGT-1  cd34_multiome_rep2#GGACGGATCCTAGTCC-1   \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1  cd34_multiome_rep2#TGTATCGCAATAATCC-1   \n",
       "\n",
       "                                                                           4  \n",
       "index                                                                         \n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  cd34_multiome_rep2#AACTACTCAAGCGAGC-1  \n",
       "cd34_multiome_rep1#AAACAGCCACTGACCG-1  cd34_multiome_rep2#GTTACGCCAAGGTGGC-1  \n",
       "cd34_multiome_rep1#AAACAGCCATAATCAC-1  cd34_multiome_rep2#CAGGACCTCCCTCAAC-1  \n",
       "cd34_multiome_rep1#AAACATGCAAATTCGT-1  cd34_multiome_rep2#GTACGTAGTTGTAAAC-1  \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1  cd34_multiome_rep2#ACAACACTCATGCGTG-1  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summarizing data\n",
    "\n",
    "- `core.summarize_by_SEACell()`\n",
    "\n",
    "Datasets can be summarized by SEACell by aggregating cells within each SEACell, summing over all raw data for all cells belonging to a SEACell. The output of this function is an anndata object of shape n_metacells x original_data_dimension. Data is unnormalized and raw aggregated counts are stored in `X`. Attributes associated with variables (.var) are copied over, but relevant per SEACell attributes must be manually copied, since certain attributes may need to be summed, or averaged etc, depending on the attribute.\n",
    "\n",
    "By default, `ad.raw` is used for summarization. Other layers present in the anndata can be specified using the parameter `summarize_layer` parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:24.855092Z",
     "start_time": "2022-03-31T05:47:24.433435Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1f1e3de1a5ff469284d9554ad3f2c290",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/90 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 90 × 12464\n",
       "    layers: 'raw'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SEACell_ad = SEACells.core.summarize_by_SEACell(ad, SEACells_label='SEACell', summarize_layer='raw')\n",
    "SEACell_ad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, we can take into account soft assignments of cells to SEACells by weighting cells by the strength of the assignment. A minimum assignment weight is used to zero out trivial assignments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7f1680f602ca4c0db2a4de187b0659a5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/90 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 90 × 12464\n",
       "    obs: 'Pseudo-sizes', 'celltype', 'celltype_purity'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SEACell_soft_ad = SEACells.core.summarize_by_soft_SEACell(ad, model.A_, celltype_label='celltype',summarize_layer='raw', minimum_weight=0.05)\n",
    "SEACell_soft_ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pseudo-sizes</th>\n",
       "      <th>celltype</th>\n",
       "      <th>celltype_purity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26.361841</td>\n",
       "      <td>pDC</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.211870</td>\n",
       "      <td>pDC</td>\n",
       "      <td>0.871574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>266.864220</td>\n",
       "      <td>HSC</td>\n",
       "      <td>0.921319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>47.505118</td>\n",
       "      <td>DCPre</td>\n",
       "      <td>0.910756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28.668484</td>\n",
       "      <td>CLP</td>\n",
       "      <td>0.981844</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Pseudo-sizes celltype  celltype_purity\n",
       "0     26.361841      pDC         1.000000\n",
       "1     20.211870      pDC         0.871574\n",
       "2    266.864220      HSC         0.921319\n",
       "3     47.505118    DCPre         0.910756\n",
       "4     28.668484      CLP         0.981844"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SEACell_soft_ad.obs.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Normalization of metacell data can be performed using the `sc.pp.normalize_total` and `sc.pp.log1p` functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluating Results\n",
    "\n",
    "We provide several methods for evaluating SEACell assignments:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing Results\n",
    "\n",
    "Metacells also implements methods for visualizing the results of the Metacells algorithm \n",
    "    <ul> \n",
    "        <li>```.plot_2D()``` provides an interface for viewing metacell assignments on any 2-dimensional embedding in ad.obsm. Plots can also be coloured by metacell assignment.\n",
    "        <li>```.plot_SEACell_sizes()``` can be used to view the distribution of number of cells assigned to each metacell\n",
    "    </ul>\n",
    "    \n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:27.827177Z",
     "start_time": "2022-03-31T05:47:27.722852Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SEACells.plot.plot_2D(ad, key='X_umap', colour_metacells=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:30.026620Z",
     "start_time": "2022-03-31T05:47:29.847888Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SEACells.plot.plot_2D(ad, key='X_umap', colour_metacells=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:30.690890Z",
     "start_time": "2022-03-31T05:47:30.245136Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sitarapersad/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEACell</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAGCATGTC-1</th>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AACCCGCAGCGCAATT-1</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AACCCGCAGTAGCTTA-1</th>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AATCCGTAGCGGTTAT-1</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AGTAAACAGGAAACTG-1</th>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#TAGGTTATCCGCAACA-1</th>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#TCCAGCAAGGATTGCT-1</th>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#TGTAACTCACAATGCC-1</th>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#TGTATCGCAATAATCC-1</th>\n",
       "      <td>301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#TTGTCCGGTGAGGTGA-1</th>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       size\n",
       "SEACell                                    \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1    45\n",
       "cd34_multiome_rep1#AACCCGCAGCGCAATT-1    27\n",
       "cd34_multiome_rep1#AACCCGCAGTAGCTTA-1    80\n",
       "cd34_multiome_rep1#AATCCGTAGCGGTTAT-1    32\n",
       "cd34_multiome_rep1#AGTAAACAGGAAACTG-1    71\n",
       "...                                     ...\n",
       "cd34_multiome_rep2#TAGGTTATCCGCAACA-1    91\n",
       "cd34_multiome_rep2#TCCAGCAAGGATTGCT-1    73\n",
       "cd34_multiome_rep2#TGTAACTCACAATGCC-1    34\n",
       "cd34_multiome_rep2#TGTATCGCAATAATCC-1   301\n",
       "cd34_multiome_rep2#TTGTCCGGTGAGGTGA-1    52\n",
       "\n",
       "[90 rows x 1 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SEACells.plot.plot_SEACell_sizes(ad, bins=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Quantifying Results\n",
    "\n",
    "SEACells also implements methods for visualizing the results of the SEACells algorithm \n",
    "    <ul> \n",
    "        <li>```.compute_celltype_purity(ad, col_name)``` computes the purity of different celltype labels within a SEACell metacell. Typically, col_name='celltype' or similar. Returns a pd.DataFrame of length n_SEACells.\n",
    "        <li>```.compactness(ad, low_dim_embedding)``` computes the per-SEAcell variance in diffusion components. ```low_dim_embedding``` is a string specifying the low dimensional embedding with which diffusion components are calculated, typically 'X_pca' for RNA or 'X_svd' for ATAC. Lower values of compactness suggest more compact/lower variance metacells.\n",
    "        <li>```separation(ad, low_dim_embedding,nth_nbr=1,cluster=None)``` computes the diffusion distance between a SEACell and its ```nth_nbr```. As before, ```low_dim_embedding``` is a string specifying the low dimensional embedding with which diffusion components are calculated, typically 'X_pca' for RNA or 'X_svd' for ATAC. If ```cluster``` is provided as a string, e.g. 'celltype', nearest neighbors are restricted to have the same celltype value.  Higher values of separation suggest better distinction between metacells.\n",
    "    </ul>\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:34.048841Z",
     "start_time": "2022-03-31T05:47:33.882082Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uxNPT0/LspVatWhEWFsaKFSvIycmhQ4cObN++ncOHD7NgwQIcHW/b3RURqVK37V/LzMxMoqKiCAwMLPZgvtdeew1PT0/+/e9/s23bNu6++24WLlxIv379qrFaEZHbi92Hw6pVq6y2N2vWjJMnTxraHR0dmThxIhMnTqzs0kREaqwaNecgIiIVQ+EgIiIGCgcRETFQOIiIiIHCQUREDBQOIiJioHAQEREDhYOIiBgoHERExEDhICIiBnb/+Iw7VVZWFoXXcm6Ll4KISNkUXsshy85ffqcjBxERMdCRg52qX78+OQXoNaEiNVBuagL169ev7jJuSkcOIiJioHAQEREDhYOIiBgoHERExEDhICIiBgoHERExUDiIiIiBwkFERAwUDiIiYqBwEBERA4WDiIgYKBxERMRA4SAiIgYKBxERMVA4iIiIgcJBREQMFA4iImKgcBAREQOFg4iIGNhlOKSlpfH8888TFBRE586dmTBhAmfOnLnluOzsbGbOnEm3bt3o2LEjw4YNY+/evZVfsIhIDWN34XD58mXCw8M5ePAg4eHhjB8/niNHjjB8+HAyMzNLHPfzzz8zatQo1qxZwwMPPMBLL72Eh4cH48aNY+PGjVW4ByIitz/H6i7gt1auXMm5c+eIjY2lbdu2APTo0YOQkBBiYmKYOnWq1XFr164lOTmZcePGMXnyZABGjBjBlClTmDNnDr1796Zhw4ZVth8iIrczuztyiI+PJyAgwBIMAK1btyYoKIj4+PgSx+3evZvatWszbty4Yu1PP/00ubm5fPjhh5VWs4hITWNX4ZCVlUVaWlqxYCji7+9Peno66enpVsdeuHABX19f6tSpU6y9efPmABw7dqziCxYRqaHsKhwuXLgAQOPGjQ19Xl5eAJw/f97qWFdXV3Jycgzt//vf/wDIyMiooCpFRGo+u5pzyM3NBTB8+weoXbs2AHl5eVbHBgQEsG7dOr755hvat29vaf/oo4+AGxPWJUlPT7caHqmpqaUvXkSkBrGrcDCbzQCYTKYSl3FwsH6wM3r0aOLi4pg0aRKvvvoqfn5+HDhwgOjoaOrWrYujY8m7umHDBqKjo8tXvIhIDWJX4eDq6gpAfn6+oa+goAAANzc3q2NbtGjBO++8Q1RUFBMmTADAw8ODt956izfeeAN3d/cStxsWFkbv3r0N7ampqUyZMqXM+yEicruzq3Bo2rQpYH1+oGgi2tp8RJGuXbuyZ88ey+RzmzZtKCws5NKlS5aJaWu8vLwscxoiImJn4VCvXj2aN29u9cqi5ORkfHx88PT0tDr26NGjHD16lLCwsGJzDvv378dsNtOpU6dKq1tEpKaxq6uVAPr378+hQ4c4ceKEpS0lJYUDBw4wcODAEsd9++23vP766yQlJVnaCgoKiI6OpkWLFnTv3r1S6xYRqUns6sgBYOzYscTFxREREUFERAQmk4kVK1bg7e3NmDFjgBtXLO3cuRNPT0+6desGwKOPPkpMTAwvvvgio0aNws3NjU2bNpGSksJ7771HrVq1qnO3RERuK3YXDg0aNGDt2rXMmTOHxYsX4+zsTGBgIFFRUXh4eACQmZlJVFQUgYGBlnBwd3fn/fffZ968eSxfvpzCwkLat2/P6tWri51mEhGRW7O7cADw9fVlyZIlJfY3a9aMkydPWh23cOHCyixNROSOYHdzDiIiUv0UDiIiYqBwEBERA4WDiIgYKBxERMRA4SAiIgYKBxERMVA4iIiIgcJBREQMFA4iImKgcBAREQOFg4iIGCgcRETEQOEgIiIGCgcRETFQOIiIiIHCQUREDBQOIiJioHAQEREDhYOIiBjYHA7R0dGcOXOmImsRERE7Ua5w6Nu3L08++STr168nKyurIusSEZFqZHM4rFq1iieeeIJTp04xY8YMunfvTmRkJDt37uTatWsVWaOIiFQxR1sHdunShS5duvDaa6/x8ccfs3XrVj7++GN27dqFu7s7/fr1Y/DgwXTu3Lki6xURkSpgczgUcXJyIjg4mODgYHJycti1axd79uxhx44dbNy4ER8fH0JDQ3n88cdp0qRJRdQsIiKVrEKvVnJwcMDJyYlatWphMpkwm81kZmYSHR1Nnz59eO2118jPz6/ITYqISCUo95HDtWvX+OSTT4iPj2fv3r0UFBTg6OjIww8/zODBg3n44Yc5ffo077zzDrGxseTl5TF//vyKqF1ERCqJzeHw+eefs337dnbu3MmVK1cwm8106NCBwYMH8+ijj1K/fn3Lsq1ateL//u//+OKLL9i9e3eFFC4iIpXH5nAYM2YMAD4+Pjz55JOEhITQokWLm46pV68eDRs2tHWTIiJSRWwOhyFDhhASEkJgYGCpx2zevBknJydbNykiIlXE5glpHx8fTCbTTZfZs2cPr732muWzgkFE5PZQrjukk5KSbrrMvn372LJlS5nXnZaWxvPPP09QUBCdO3dmwoQJpXpUR35+PnPmzOGhhx6ibdu29OvXjw8++KDM2xcRudOV+rTS+vXr2bBhQ7G2devWkZiYaHX569evc+rUKZo2bVqmgi5fvkx4eDh5eXmEh4fj4uLC8uXLGT58OFu2bMHDw6PEsZGRkezfv5+QkBACAgLYs2cPb731FpmZmbzwwgtlqkNE5E5W6nAYOHAg0dHRXLx4EQCTycTFixctnw0rdnTE29ubV155pUwFrVy5knPnzhEbG0vbtm0B6NGjByEhIcTExDB16lSr47755hv2799PWFgYM2fOBODJJ5/kqaee4r333iMiIgJ3d/cy1SIicqcqdTi4ubmxf/9+y+c2bdoQGRlJZGRkhRYUHx9PQECAJRgAWrduTVBQEPHx8SWGw48//ghA9+7di7X37NmTpKQkTp06RUBAQIXWKiJSU9k85/DBBx8QGhpakbWQlZVFWlpasWAo4u/vT3p6Ounp6VbH3n333QD897//LdZeFBqNGjWq0FpFRGqyUh855OTk4OzsjLOzMwD33Xefpf1W3NzcSrWNCxcuANC4cWNDn5eXFwDnz5+3/PvX/P39GTp0KDExMfj6+tK+fXv279/Ppk2bGDhwYJnnPkRE7mSlDocuXbowYcIEy2mk+++//5aXssKNuYljx46Vahu5ubkA1KlTx9BXu3ZtAPLy8kocHxERwddff11s8jkwMJDZs2ffdLvp6elkZGQY2lNTU0tTtohIjVPqcLj//vtp1qyZ5XOXLl0qvBiz2Qxw09BxcLB+JuzEiRMMHz4cBwcH/vznP9OyZUu+/vprVq5cydNPP01MTIwlYH5rw4YNREdHl38HRERqiFKHw6pVq4p9fvfdd61+wy8PV1dXAKtPbi0oKABKPkX17rvvkpeXx5o1ayzvkAgODqZNmza8+OKLrFmzhrFjx1odGxYWRu/evQ3tqampTJkyxaZ9ERG5ndk8IT1kyBBef/31iqzFMi9g7RRP0US0tfkIgJMnT9K8eXPDy4X+8Ic/4Orqyueff17idr28vPD39zf8tGrVytZdERG5rdkcDmlpadStW7cia6FevXo0b97c6hxFcnIyPj4+eHp6Wh3r4uJCYWGh1T6z2Ww5ZSUiIrdmczj8/ve/5+jRoxVZCwD9+/fn0KFDnDhxwtKWkpLCgQMHGDhwYInjunXrxpkzZ9i3b1+x9m3btpGfn09QUFCF1yoiUlPZ/FTWl156iSlTpvDHP/6R4OBgmjVrhouLi9VlH3nkkVKvd+zYscTFxREREUFERAQmk4kVK1bg7e1teUx4Xl4eO3fuxNPTk27dugHwzDPP8NFHHxEZGcnw4cO5++67SU5OJjY2ljZt2jBy5Ehbd1VE5I5jczhEREQAcOnSJb799lury5jNZkwmE8ePHy/1ehs0aMDatWuZM2cOixcvxtnZmcDAQKKioizPVcrMzCQqKorAwEBLOLi7u7Nu3ToWLlxIfHw8mZmZNGrUiBEjRjBp0qQKnzwXEanJbA6HCRMmlOo+B1v4+vqyZMmSEvubNWvGyZMnDe0eHh7MmDGDGTNmVEpdIiJ3CpvDYeLEiRVZh1hReC2H3NSE6i5DqoD5l58BMNWyfmpWapbCazlA/VsuV51sDgepXE2aNKnuEqQKnT9/HoAmje37D4ZUlPp2/3/c5nAo7UP3TCYTmzZtsnUzd6xfv0FPar7x48cD3PR0qkhVsjkcSjPJ7OPjo3coiIjchmwOh1/fh/BrBQUFnD59mqVLl/L111+zbNkym4sTEZHqYfNNcCWpXbs2fn5+/O1vf8Pd3Z158+ZV9CZERKSSVXg4FDGZTHTr1s1wx7KIiNi/SgsHuPH8patXr1bmJkREpBJU+JwD3Hhpz969e9m5cyddu3a1dRMiIlJNbA6HkJCQm94hbTabqVOnDi+++KKtmxARkWpSKeHg5OREy5YtGTRoEA0bNrS5OBERqR42h8PcuXMrsg4REbEjFfL4jAsXLnDy5ElycnJo0KAB9913Hw0aNKiIVYuISDUoVzicPHmSt956iy+++KJYe61atejVqxcvv/wyPj4+5SpQRESqns3h8P333zNy5Eiys7MJDAykffv2eHp6kpOTw1dffUViYiJHjx5l/fr1Jb73WURE7JPN4bBgwQLy8/NZvHix1Te9JSYmMmnSJBYtWsSsWbPKVaSIiFQtm2+CO3ToEH379i3xFaDBwcE88sgj7N2719ZNiIhINbE5HAoLC295usjb25v8/HxbNyEiItXE5nB46KGHSEhIICsry2p/Tk4Oe/fupWfPnjYXJyIi1cPmcJg+fToNGzZkyJAh/Pvf/+bHH3/k559/Jisri3379jF27FhycnIYNmwYJ06cKPYjIiL2zeYJ6W7dumEymTCbzbz66quGfrPZDMCoUaMMfaV5UZCIiFSfSnu2koiI3L6q9PEZZ8+e5dy5c7ZuUkREqkilvs/htzZv3kx4eHhVblJERGxQpeEgIiK3B4WDiIgYKBxERMRA4SAiIgYKBxERMVA4iIiIgcJBREQMKuQ1oRUtLS2NefPmcfDgQa5du0ZQUBDTpk3D19e3xDFPPfUUSUlJJfYHBgayatWqyihXRKTGsbtwuHz5MuHh4eTl5REeHo6LiwvLly9n+PDhbNmyBQ8PD6vjxo0bx9ChQw3t8fHxfPLJJyW+d0JERIzsLhxWrlzJuXPniI2NpW3btgD06NGDkJAQYmJimDp1qtVx3bp1M7T98MMPvP766/Tq1YvRo0dXZtkiIjVKhc455OXl3bQ/ODiY2bNn33SZ+Ph4AgICLMEA0Lp1a4KCgoiPjy9TPW+88QYAM2bMKNM4EZE7XbnDYf369TzxxBO0a9eO+++/H4DVq1czbdo00tPTiy3bpk0bQkNDS1xXVlYWaWlpxYKhiL+/P+np6YZ1luSTTz7h888/5+mnn8bb27sMeyQiIjafVrp+/Trjx49n3759ODo6UrduXctb4dLS0oiLi+PQoUNs2LCBhg0blmqdFy5cALD6+lEvLy8Azp8/b/n3zSxZsoT69esTERFR2l0SEZH/n81HDsuXL+eTTz5hzJgxJCUlMWLECEvfSy+9xMSJE0lLS2PZsmWlXmdubi4AderUMfTVrl0buPWpK4Bjx45x+PBhwsLCcHV1veXy6enpJCcnG35SU1NLXbuISE1i85FDXFwcnTt3JioqCqDYi38cHR2ZMGECX3zxBR9//DHTp08v1TqL3h53s5cIOTjcOs82bNiAg4MDI0eOLNV2N2zYQHR0dKmWFRG5E9gcDmfOnCE4OPimy7Rt25avvvqq1Oss+pafn59v6CsoKADAzc3tluvZvXs3nTp1snp6ypqwsDB69+5taE9NTWXKlCmlWoeISE1iczi4u7tz9uzZmy5z5swZ3N3dS73Opk2bApCRkWHoK5qIvtUf/OPHj5Oens4zzzxT6u16eXmVah5DROROYfOcQ9euXdm5cycnT5602v/NN9+wa9cugoKCSr3OevXq0bx5c44dO2boS05OxsfHB09Pz5uu48svvwQo03ZFRKQ4m8Nh0qRJODs7M2zYMGbNmsXXX38N3HgV6JtvvsnIkSNxdnbmueeeK9N6+/fvz6FDhzhx4oSlLSUlhQMHDjBw4MBbjj927BguLi60bNmybDskIiIWNp9Wat68Oe+//z7Tpk1j9erVlvbp06djNpvx9fVl7ty5tGrVqkzrHTt2LHFxcURERBAREYHJZGLFihV4e3szZswY4MYVSzt37sTT09NwZ/Tp06fx8vLC0dHubv4WEbltlOsvqL+/P9u2bePIkSMkJyeTnZ2Nq6srbdq04f777y/VlUW/1aBBA9auXcucOXNYvHgxzs7OBAYGEhUVZXmuUmZmJlFRUQQGBhrC4fLly6WatBYRkZJVyNfrgIAAAgICKmJVAPj6+rJkyZIS+5s1a1biXEdCQkKF1SEicqcqdzjExcWxbds2Tpw4QXZ2Ng0aNKBDhw6EhoZavTxURETsn83hcPXqVZ599lkOHDgAgIeHB3fffTfZ2dkkJiaSmJjIoEGDePvttyusWBERqRo2h8OSJUv4/PPP6devH1FRUZZ7FODGM5Jmz57Ntm3baN++fanvVBYREftg86Ws27Zt47777mPBggXFggFu3Kg2f/58Wrduzfr168tdpIiIVC2bw+HixYsEBQWVeEWSo6MjQUFBpKWl2VyciIhUD5vDoVWrVhw9evSmy3z//fe0aNHC1k2IiEg1sTkcpkyZwuHDh5k1axbZ2dmG/piYGJKSkkr9RFYREbEfNk9Ib968mRYtWrBmzRo2b96Mn58fjRs3pqCggKNHj3Lx4kXq1q3LnDlzio0zmUxs2rSp3IWLiEjlsTkctm7davl3bm6u1Udz5+TkcPz48WJtN3tXg4iI2Aebw+HXD8YTEZGaxeY5h6SkpIqsQ0RE7IjN4RAeHk7v3r1ZsGCB3rUsIlLD2BwOkZGRuLi4sGzZMgYOHMjjjz/OBx98wKVLlyqyPhERqQblCocdO3awceNGRo4caXlkRs+ePfnTn/5EQkICP//8c0XWKiIiVaTcT2Vt164d7dq14+WXX+bTTz9lx44dfPLJJ+zbtw9XV1f69etHaGgoXbp0qYh6RUSkCth85GBYkYMDPXr0YPLkyURGRtKkSRNyc3PZtGkT4eHh9OvXj23btlXU5kREpBJVyMt+/ve//7Fjxw62b9/OV199hdlsxsPDg/DwcP7whz9w/PhxVq9eTVRUFGfPnmXcuHEVsVkREakkNodDXl4eiYmJxMfH89lnn3H9+nVcXFzo27cvISEh9OjRg1q1agHQsWNHBg0aRO/evVm5cqXCQUTEztkcDg8++CA///wzZrOZTp06ERISwoABA0p8f3O9evVo2rSprmYSEbkN2BwOjRo1YvDgwQwePBhfX99SjXnllVfw8vKydZMiIlJFbA6H2bNn07RpU3x8fEpc5vvvv+fbb78lNDQUQFcsiYjcJsp1h/TmzZtvukxcXBwzZ860dRMiIlJNSn3k8NFHH/Hll19aPpvNZvbt28eVK1esLn/9+nUSEhKoU6dO+asUEZEqVepwuPfee3nppZe4evUqcOPR20eOHOHIkSM3HTd58uRyFSgiIlWv1OHg6+vLxo0bycrKwmw2M2rUKEJDQy3zCb9mMpmoVasW3t7eN52TEBER+1SmCWk/Pz/LvyMjIwkMDCQwMLDCixIRkepl89VKkZGRFVmHiIjYkVKHg61hYDKZWLRokU1jRUSkepQ6HBITE23agN4ZLSJy+yl1OOzatasy6xARETtS6nBo2rRpZdYhIiJ2pNThcOLECZs30qZNG5vHiohI1St1OISEhNg8f3D8+PEyLZ+Wlsa8efM4ePAg165dIygoiGnTppXqAX+JiYksW7aMlJQUGjRowMMPP8yLL75I/fr1bapdROROVCXhUBaXL18mPDycvLw8wsPDcXFxYfny5QwfPpwtW7bg4eFR4thNmzbx8ssv06lTJ6ZNm8apU6dYs2YN3333HatWrbK8X0JERG6u1OEwd+7cyqzDYuXKlZw7d47Y2Fjatm0LQI8ePQgJCSEmJoapU6daHXflyhVmz55Np06deP/993F2dgbAx8eHuXPn8umnn/LQQw9VyT6IiNzuKuQd0rm5uRw+fJi9e/cCkJWVZfO64uPjCQgIsAQDQOvWrQkKCiI+Pr7EcR999BHZ2dlMnjzZEgwAgwcPZty4cdSrV8/mmkRE7jTlCoeLFy/y4osv8sADDzB8+HDGjx8PwNq1awkODiYpKalM68vKyiItLa1YMBTx9/cnPT2d9PR0q2O//PJLXF1d6dSpEwBXr17l6tWreHh4MHnyZDp27FjGvRMRuXPZHA6ZmZn88Y9/JCEhgfbt23PfffdhNpsBqFOnDufPn+eZZ54p01VOFy5cAKBx48aGvqI3yJ0/f97q2B9++AEvLy9OnjzJ8OHDad++PQEBATz33HOW9YqISOnYHA4LFy7kwoULLFu2jLVr19KrVy9L3+jRo1m+fDmFhYW88847pV5nbm4ugNV3QNSuXRuAvLw8q2OvXLlCbm4u4eHh3HPPPSxcuJDnnnuO/fv3Ex4eblm3Nenp6SQnJxt+UlNTS127iEhNYvOD93bv3k2fPn3o2bOn1f4HHniAvn37FntB0K0UHXnc7KooBwfreXb16lUyMjIYO3YsUVFRAPTt25cmTZrwyiuvsGHDBiIiIqyO3bBhA9HR0aWuU0SkprM5HC5fvnzL+w4aN25MZmZmqdfp6uoKQH5+vqGvoKAAADc3N6tji442hg0bVqw9JCSE119/nYMHD5YYDmFhYfTu3dvQnpqaypQpU0pdv4hITWFzOHh7e3Ps2LGbLvPtt9/i7e1d6nUWPaIjIyPD0Fc0EW1tPqKoPSUlBU9Pz2Ltjo6O1K9fv8TTUXBjPqNoTkNERMox59CvXz8+++wzNm7caLX//fff59ChQwQHB5d6nfXq1aN58+ZWQyc5ORkfHx/DH/8iRVc4ff/998Xac3NzyczMpEmTJqWuQ0TkTmdzOIwbN4577rmHv/zlLzz22GPs2LEDgGnTpjFo0CDmzJlD8+bNGTduXJnW279/fw4dOlTsKqeUlBQOHDjAwIEDSxw3cOBAHBwciImJscxdwI2QMpvN9O3bt4x7KCJy57L5tJKbmxvr1q1j/vz5bNmyxXLaJi4uDmdnZ0JDQ5kyZQru7u5lWu/YsWOJi4sjIiKCiIgITCYTK1aswNvbmzFjxgA3rljauXMnnp6edOvWDYB77rmHZ555hmXLlvH000/Tp08fjh07xr/+9S969uxZpiMYEZE7nc3hADcmkLt3705oaCiurq5cuXIFV1dX3n//fXr27HnT5yCVpEGDBqxdu5Y5c+awePFinJ2dCQwMJCoqyrK+zMxMoqKiCAwMtIQDwIsvvoivry8ffPABb731Fg0bNuRPf/qTXmkqIlJGJvOvz8GUQV5eHuPHj+fgwYM8++yzvPDCC8CNK406duyIyWSiT58+zJ8/Hycnp4qsucokJyczZMgQNm3ahL+/f3WXIzVY0dMFlixZUs2ViNxg85xDTEwMBw4c4PHHH+eJJ56wtNepU4c9e/YQFhbGRx99xLJlyyqkUBERqTo2h0NCQgJBQUHMmjXL8Ja4Jk2aMGPGDDp37kxcXFx5axQRkSpmczhcuHCB++6776bLdOjQgZ9++snWTYiISDWxORwaNmx4yze8ff/99zRs2NDWTYiISDWxORweeeQRDhw4wJo1a6z2b9y4kX379hV7IJ+IiNwebL6U9bnnnmPnzp3MmjWLNWvW0KFDB+rWrUtubi7ffvstqampeHt7M3HixIqsV0REqoDN4fC73/2Of/3rX7z99tskJiZy6tQpS5+TkxMDBgxg6tSpOq0kInIbKtdNcI0aNWLevHlcvXqVM2fOkJWVhaurKy1btiz2qk4REbm9lCscijg7O9OqVauKWJWIiNiBcr1DWkREaiaFg4iIGCgcRETEQOEgIiIGCgcRETFQOIiIiIHCQUREDBQOIiJioHAQEREDhYOIiBgoHERExEDhICIiBgoHERExUDiIiIiBwkFERAwUDiIiYqBwEBERA4WDiIgYKBxERMRA4SAiIgYKBxERMVA4iIiIgWN1F2BNWloa8+bN4+DBg1y7do2goCCmTZuGr6/vTcdt3LiRV1991WpfXFwc9957b2WUKyJS49hdOFy+fJnw8HDy8vIIDw/HxcWF5cuXM3z4cLZs2YKHh0eJY7/77jtcXV2ZMWOGoc/Hx6cSqxYRqVnsLhxWrlzJuXPniI2NpW3btgD06NGDkJAQYmJimDp1aoljv/vuO+6++24GDx5cVeWKiNRIdjfnEB8fT0BAgCUYAFq3bk1QUBDx8fE3HZuSkkKrVq0qu0QRkRrPrsIhKyuLtLS0YsFQxN/fn/T0dNLT062OzczM5OLFi9xzzz0AFBQU8Msvv1RqvSIiNZVdhcOFCxcAaNy4saHPy8sLgPPnz1sdm5KSAsCJEyfo378/AQEBBAQE8Oc//5nMzMxKqlhEpGayqzmH3NxcAOrUqWPoq127NgB5eXlWx3733XcAHD58mKeffhpvb2+++OILVq1axfHjx4mNjcXV1dXq2PT0dDIyMgztqampNu2HiMjtzq7CwWw2A2AymUpcxsHB+sGOv78/48aNY/jw4ZYjj+DgYJo3b87MmTNZv349ERERVsdu2LCB6OjoclYvIlJz2FU4FH2zz8/PN/QVFBQA4ObmZnVsp06d6NSpk6H9j3/8I7Nnz+bAgQMlhkNYWBi9e/c2tKempjJlypRS1y8iUlPYVTg0bdoUwOopnqKJaGvzETfj5OSEu7t7iaej4MZ8RtGchoiI2NmEdL169WjevDnHjh0z9CUnJ+Pj44Onp6fVsdOnT2fAgAGGK5QuX75MZmbmLe+uFhGR/8euwgGgf//+HDp0iBMnTljaUlJSOHDgAAMHDixxXKNGjUhNTTXcC1E0lzBo0KDKKVhEpAayq9NKAGPHjiUuLo6IiAgiIiIwmUysWLECb29vxowZA9y4Ymnnzp14enrSrVs3AJ555hm2b9/Oq6++SnJyMi1atGDfvn3s3r2bJ554ggcffLA6d0tE5LZid+HQoEED1q5dy5w5c1i8eDHOzs4EBgYSFRVlea5SZmYmUVFRBAYGWsLBzc2NNWvW8Le//Y2tW7eSk5ND8+bNmT59Ok899VR17pKIyG3H7sIBwNfXlyVLlpTY36xZM06ePGlob9y4MX/9618rszQRkTuC3c05iIhI9VM4iIiIgcJBREQMFA4iImJglxPScudat24d+/btq+4yqlzR04bHjx9fzZVUvR49evDkk09WdxnyGwoHETtQt27d6i5BpBiFg9iVJ598Ut8iReyA5hxERMRA4SAiIgYKBxERMVA4iIiIgcJBREQMFA4iImKgcBAREQOFg4iIGCgcRETEQOEgIiIGCgcRETFQOIiIiIHCQUREDBQOIiJioHAQEREDhYOIiBgoHERExEDhICIiBgoHERExUDiIiIiBwkFERAwUDiIiYqBwEBERA4WDiB1ISkoiIiKCpKSk6i5FBFA4iFS7goIClixZQkZGBkuWLKGgoKC6SxKxz3BIS0vj+eefJygoiM6dOzNhwgTOnDlTpnX88ssvPPHEE/Tu3buSqhSpGLGxsWRmZgKQmZlJbGxsNVckYofhcPnyZcLDwzl48CDh4eGMHz+eI0eOMHz4cMt/oNJYvnw533zzTSVWKlJ+586dIzY2FrPZDIDZbCY2NpZz585Vc2Vyp7O7cFi5ciXnzp3jvffeY/z48YwdO5YVK1Zw6dIlYmJiSrWOU6dOsWjRIpycnCq5WhHbmc1mli5dagmGW7WLVCW7C4f4+HgCAgJo27atpa1169YEBQURHx9/y/GFhYVMnz6doKAg7rvvvsosVaRc0tLSOHz4MIWFhcXaCwsLOXz4MGlpadVUmYidhUNWVhZpaWnFgqGIv78/6enppKen33QdK1euJCUlhTfeeKOyyhSpEM2aNaNjx444OBT/b+jg4ECnTp1o1qxZNVUmYmfhcOHCBQAaN25s6PPy8gLg/PnzJY7/73//yz/+8Q9eeuklmjRpUjlFilQQk8nEuHHjMJlMpWoXqUqO1V3Ar+Xm5gJQp04dQ1/t2rUByMvLszq26HRSu3btePLJJ8u03fT0dDIyMgztqampZVqPSFn5+PgwdOhQ/vWvf2E2mzGZTAwdOlRfbqTa2VU4FE3A3ewb028PwYusWrWK5ORktmzZUuZvXBs2bCA6OrpMY0QqytChQ0lMTOTSpUt4eHgwdOjQ6i5JxL7CwdXVFYD8/HxDX9GNQW5uboa+M2fOsGDBAkaNGoW7u7vlktfr169TWFhIZmYmTk5O1KtXz+p2w8LCrN4PkZqaypQpU2zeH5HSqF27NuPHj2fp0qWMGzfOcpQsUp3sKhyaNm0KYPUUT9FEtLX5iC+++IL8/HyWLVvGsmXLDP1du3YlMDCQVatWWd2ul5eXZU5DpDoEBgYSGBhY3WWIWNhVONSrV4/mzZtz7NgxQ19ycjI+Pj54enoa+rp3786KFSsM7bNmzSIrK4t58+bh7u5eKTWLiNREdhUOAP379+e9997jxIkTtGnTBoCUlBQOHDjA2LFjrY4p6Zu/m5sbBQUFPPjgg5Vas4hITWN34TB27Fji4uKIiIggIiICk8nEihUr8Pb2ZsyYMcCNK5Z27tyJp6cn3bp1q+aKRURqHru6zwGgQYMGrF27loCAABYvXsy7775Lx44def/99/Hw8ABuPJwsKiqKpUuXVnO1IiI1k8msB7iUKDk5mSFDhrBp0yb8/f2ruxwRkSpjd6eV7MnPP/8M6GY4Eal5WrZsafWG4yIKh5soevCZ7nUQkZrmVmdEdFrpJjIzM9m/fz/NmjXDxcWlusuRGqzohst58+bRqlWr6i5H7gA6cigHDw8PHnvsseouQ+4grVq10vyW2AW7u1pJRESqn8JBREQMFA4iImKgcBAREQOFg4gdaNSoEZGRkTRq1Ki6SxEBdCmriIhYoSMHERExUDiIiIiBwkFERAwUDiIiYqBwEBERA4WDiIgYKBxERMRA4SAiIgb/H8H9JpOcVGRDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>celltype</th>\n",
       "      <th>celltype_purity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEACell</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAGCATGTC-1</th>\n",
       "      <td>Ery</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AACCCGCAGCGCAATT-1</th>\n",
       "      <td>DCPre</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AACCCGCAGTAGCTTA-1</th>\n",
       "      <td>HMP</td>\n",
       "      <td>0.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AATCCGTAGCGGTTAT-1</th>\n",
       "      <td>CLP</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AGTAAACAGGAAACTG-1</th>\n",
       "      <td>MEP</td>\n",
       "      <td>0.732394</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      celltype  celltype_purity\n",
       "SEACell                                                        \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1      Ery         1.000000\n",
       "cd34_multiome_rep1#AACCCGCAGCGCAATT-1    DCPre         1.000000\n",
       "cd34_multiome_rep1#AACCCGCAGTAGCTTA-1      HMP         0.950000\n",
       "cd34_multiome_rep1#AATCCGTAGCGGTTAT-1      CLP         1.000000\n",
       "cd34_multiome_rep1#AGTAAACAGGAAACTG-1      MEP         0.732394"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SEACell_purity = SEACells.evaluate.compute_celltype_purity(ad, 'celltype')\n",
    "\n",
    "plt.figure(figsize=(4,4))\n",
    "sns.boxplot(data=SEACell_purity, y='celltype_purity')\n",
    "plt.title('Celltype Purity')\n",
    "sns.despine()\n",
    "plt.show()\n",
    "plt.close()\n",
    "\n",
    "SEACell_purity.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:36.447449Z",
     "start_time": "2022-03-31T05:47:34.714546Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Determing nearest neighbor graph...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>compactness</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEACell</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAGCATGTC-1</th>\n",
       "      <td>0.026151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AACCCGCAGCGCAATT-1</th>\n",
       "      <td>0.001268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AACCCGCAGTAGCTTA-1</th>\n",
       "      <td>0.004239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AATCCGTAGCGGTTAT-1</th>\n",
       "      <td>0.018388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AGTAAACAGGAAACTG-1</th>\n",
       "      <td>0.013944</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       compactness\n",
       "SEACell                                           \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1     0.026151\n",
       "cd34_multiome_rep1#AACCCGCAGCGCAATT-1     0.001268\n",
       "cd34_multiome_rep1#AACCCGCAGTAGCTTA-1     0.004239\n",
       "cd34_multiome_rep1#AATCCGTAGCGGTTAT-1     0.018388\n",
       "cd34_multiome_rep1#AGTAAACAGGAAACTG-1     0.013944"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compactness = SEACells.evaluate.compactness(ad, 'X_pca')\n",
    "\n",
    "plt.figure(figsize=(4,4))\n",
    "sns.boxplot(data=compactness, y='compactness')\n",
    "plt.title('Compactness')\n",
    "sns.despine()\n",
    "plt.show()\n",
    "plt.close()\n",
    "\n",
    "compactness.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T05:47:38.674831Z",
     "start_time": "2022-03-31T05:47:37.051512Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Determing nearest neighbor graph...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>separation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEACell</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACATGCAGCATGTC-1</th>\n",
       "      <td>0.229926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AACCCGCAGCGCAATT-1</th>\n",
       "      <td>0.175089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AACCCGCAGTAGCTTA-1</th>\n",
       "      <td>0.114385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AATCCGTAGCGGTTAT-1</th>\n",
       "      <td>0.028999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AGTAAACAGGAAACTG-1</th>\n",
       "      <td>0.241499</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       separation\n",
       "SEACell                                          \n",
       "cd34_multiome_rep1#AAACATGCAGCATGTC-1    0.229926\n",
       "cd34_multiome_rep1#AACCCGCAGCGCAATT-1    0.175089\n",
       "cd34_multiome_rep1#AACCCGCAGTAGCTTA-1    0.114385\n",
       "cd34_multiome_rep1#AATCCGTAGCGGTTAT-1    0.028999\n",
       "cd34_multiome_rep1#AGTAAACAGGAAACTG-1    0.241499"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "separation = SEACells.evaluate.separation(ad, 'X_pca',nth_nbr=1)\n",
    "\n",
    "plt.figure(figsize=(4,4))\n",
    "sns.boxplot(data=separation, y='separation')\n",
    "plt.title('Separation')\n",
    "sns.despine()\n",
    "plt.show()\n",
    "plt.close()\n",
    "\n",
    "separation.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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